Hannes Schulz

Senior Researcher

Papiers de Collaboration

Afficher par:

- Scalable emulation of protein equilibrium ensembles with generative deep learning
  
  Sarah Lewis, Tim Hempel, Jose Jimenez-Luna, Michael Gastegger, Yu Xie, Andrew Y. K. Foong, Victor Garcia Satorras, Osama Abdin, Bastiaan S. Veeling, I. Zaporozhets, Yaoyi Chen, Soojung Yang, Arne Schneuing, Jigyasa Nigam, Federico Barbero, Vincent Stimper, Andrew Campbell, Jason Yim, Marten Lienen, Yu Shi, Shuxin Zheng, Hannes Schulz, Usman Munir, Cecilia Clementi, Frank Noé
  
  Science | July 2025
  
  Publication PDF Vidéo Télécharger
- A generative model for inorganic materials design
  
  Claudio Zeni, Robert Pinsler, Daniel Zügner, Andrew Fowler, Matthew Horton, Xiang Fu, Zilong Wang, Aliaksandra Shysheya, Jonathan Crabbé, Shoko Ueda, Roberto Sordillo, Lixin Sun, Jake Smith, Bichlien Nguyen, Hannes Schulz, Sarah Lewis, Chin-Wei Huang, Ziheng Lu, Yichi Zhou, Han Yang, Hongxia Hao, Jielan Li, Chunlei Yang, Wenjie Li, Ryota Tomioka, Tian Xie
  
  Nature | January 2025
  
  Publication
- Decomposed Mutual Information Estimation for Contrastive Representation Learning
  
  Alessandro Sordoni, Nouha Dziri, Hannes Schulz, Geoff Gordon, Philip Bachman, Remi Tachet des Combes
  
  2021 International Conference on Machine Learning | July 2021
  
  DOI
- Fast Domain Adaptation For Goal-Oriented Dialogue Using A Hybrid Generative-Retrieval Transformer
  
  Igor Shalyminov, Alessandro Sordoni, Adam Atkinson, Hannes Schulz
  
  2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) | April 2020
  
  Publication Télécharger Projet
- Hybrid Generative-Retrieval Transformers For Dialogue Domain Adaptation
  
  Igor Shalyminov, Alessandro Sordoni, Adam Atkinson, Hannes Schulz
  
  arXiv preprint arXiv:2003.01680 | March 2020
  
  PDF Projet
- Results of the Multi-Domain Task-Completion Dialog Challenge
  
  Jinchao Li, Baolin Peng, Sungjin Lee, Jianfeng Gao, Ryuichi Takanobu, Qi Zhu, Minlie Huang, Hannes Schulz, Adam Atkinson, Mahmoud Adada
  
  Proceedings of the 34th AAAI Conference on Artificial Intelligence, Eighth Dialog System Technology Challenge Workshop | February 2020
  
  PDF Projet
- The Eighth Dialog System Technology Challenge
  
  Seokhwan Kim, Michel Galley, Chulaka Gunasekara, Sungjin Lee, Adam Atkinson, Baolin Peng, Hannes Schulz, Jianfeng Gao, Jinchao Li, Mahmoud Adada, Minlie Huang, Luis Lastras, Jonathan K. Kummerfeld, Walter S. Lasecki, Chiori Hori, Anoop Cherian, Tim K. Marks, Abhinav Rastogi, Xiaoxue Zang, Srinivas Sunkara, Raghav Gupta
  
  Third NeurIPS workshop on Conversational AI: “Today's Practice and Tomorrow's Potential” | December 2019
  
  Publication Publication
- The Eighth Dialog System Technology Challenge
  
  Seokhwan Kim, Michel Galley, Chulaka Gunasekara, Sungjin Lee, Adam Atkinson, Baolin Peng, Hannes Schulz, Jianfeng Gao, Jinchao Li, Mahmoud Adada, Minlie Huang, Luis Lastras, Jonathan K Kummerfeld, Walter S Lasecki, Chiori Hori, Anoop Cherian, Tim K Marks, Abhinav Rastogi, Xiaoxue Zang, Srinivas Sunkara, Raghav Gupta
  
  The third Conversational AI workshop, NeurIPS | December 2019
  
  Publication
- Tell, Draw, and Repeat: Generating and Modifying Images Based on Continual Linguistic Instruction
  
  Alaaeldin El-Nouby, Shikhar Sharma, Hannes Schulz, Devon Hjelm, Layla El Asri, Samira Ebrahimi Kahou, Yoshua Bengio, Graham Taylor
  
  The IEEE International Conference on Computer Vision (ICCV) | October 2019
  
  Publication Github Github Projet
- The Knowref Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution
  
  Ali Emami, Paul Trichelair, Adam Trischler, Kaheer Suleman, Hannes Schulz, Jackie Chi Kit Cheung
  
  ACL 2019 | June 2019
  
  PDF Publication Projet
- Multi-Domain Task-Completion Dialog Challenge
  
  Sungjin Lee, Hannes Schulz, Adam Atkinson, Jianfeng Gao, Kaheer Suleman, Layla El Asri, Mahmoud Adada, Minlie Huang, Shikhar Sharma, Wendy Tay, Xiujun Li
  
  Dialog System Technology Challenges 8 | March 2019
  
  PDF Projet Projet
- From FiLM to Video: Multi-turn Question Answering with Multi-modal Context
  
  Dat Tien Nguyen, Shikhar Sharma, Hannes Schulz, Layla El Asri
  
  AAAI 2019 Dialog System Technology Challenge (DSTC7) Workshop | December 2018
  
  Publication
- Keep Drawing It: Iterative language-based image generation and editing
  
  Alaaeldin El-Nouby, Shikhar Sharma, Hannes Schulz, Devon Hjelm, Layla El Asri, Samira Ebrahimi Kahou, Yoshua Bengio, Graham W. Taylor
  
  Neural Information Processing Systems (NeurIPS) Visually-Grounded Interaction and Language (ViGIL) Workshop | November 2018
  
  Author's Version PDF Github Projet
- The hard-core coreference corpus: Removing gender and number cues for difficult pronominal anaphora resolution
  
  Ali Emami, Paul Trichelair, Adam Trischler, Kaheer Suleman, Hannes Schulz, Jackie Chi Kit Cheung
  
  November 2018
  
  Publication PDF
- Towards Deep Conversational Recommendations
  
  Raymond Li, Samira Ebrahimi Kahou, Hannes Schulz, Vincent Michalski, Laurent Charlin, Chris Pal
  
  NeurIPS 2018 | November 2018
  
  PDF Télécharger
- Frames: A Corpus for Adding Memory to Goal-Oriented Dialogue Systems
  
  Layla El Asri, Hannes Schulz, Shikhar Sharma, Jeremie Zumer, Justin Harris, Emery Fine, Rahul Mehrotra, Kaheer Suleman
  
  Proceedings of the 18th Annual SIGdial Meeting on Discourse and Dialogue | August 2017
  
  Publication Télécharger Projet
- A Frame Tracking Model for Memory-Enhanced Dialogue Systems
  
  Hannes Schulz, Jeremie Zumer, Layla El Asri, Shikhar Sharma
  
  Proceedings of the 2nd Workshop on Representation Learning for NLP | August 2017
  
  Proceedings of the 2nd Workshop on Representation Learning for NLP
  
  Publication Projet
- Relevance of Unsupervised Metrics in Task-Oriented Dialogue for Evaluating Natural Language Generation
  
  Shikhar Sharma, Layla El Asri, Hannes Schulz, Jeremie Zumer
  
  arXiv preprint arXiv:1706.09799 | June 2017
  
  Publication Github
- Natural Language Generation in Dialogue using Lexicalized and Delexicalized Data
  
  Shikhar Sharma, Jing He, Kaheer Suleman, Hannes Schulz, Philip Bachman
  
  International Conference on Learning Representations (ICLR) Workshop | April 2017
  
  Publication
- Combining semantic and geometric features for object class segmentation of indoor scenes
  
  Farzad Husain, Hannes Schulz, Babette Dellen, Carme Torras, Sven Behnke
  
  IEEE Robotics and Automation Letters | January 2017, Vol 2: pp. 49-55
  
  Publication
- Semantic segmentation priors for object discovery
  
  German M. Garcia, Farzad Husain, Hannes Schulz, Simone Frintrop, Carme Torras, Sven Behnke
  
  Proceedings of International Conference on Pattern Recognition (ICPR) | December 2016
  
  Publication
- Policy Networks with Two-Stage Training for Dialogue Systems
  
  Mehdi Fatemi, Layla El Asri, Hannes Schulz, Jing He, Kaheer Suleman
  
  Proceedings of SIGDial 2016 | June 2016
  
  Publication Publication
- CURFIL: Random Forests for Image Labeling on GPU
  
  Hannes Schulz, Benedikt Waldvogel, Rasha Sheikh, Sven Behnke
  
  Proceedings of International Conference on Computer Vision, Theory and Applications | May 2015
  
  Publication
- Recurrent convolutional neural networks for object-class segmentation of RGB-D video
  
  Mircea Serban Pavel, Hannes Schulz, Sven Behnke
  
  Neural Networks | April 2015, Vol 88: pp. 105-113
  
  Publication
- Two-layer contractive encodings for learning stable nonlinear features
  
  Hannes Schulz, Kyunghyun Cho, Tapani Raiko, Sven Behnke
  
  Neural Networks | April 2015, Vol 64: pp. 4-11
  
  Publication
- Dense real-time mapping of object-class semantics from RGB-D video
  
  Jörg Stückler, Benedikt Waldvogel, Hannes Schulz, Sven Behnke
  
  Journal of Real-Time Image Processing | January 2015, Vol 10: pp. 599-609
  
  Publication
- RGB-D object recognition and pose estimation based on pre-trained convolutional neural network features
  
  Max Schwarz, Hannes Schulz, Sven Behnke
  
  Proceedings of IEEE International Conference on Robotics and Automation (ICRA) | January 2015
  
  Publication
- In situ root system architecture extraction from magnetic resonance imaging for water uptake modeling
  
  Laura Stingaciu, Hannes Schulz, Andreas Pohlmeier, Sven Behnke, Herwig Zilken, Mathieu Javaux, Harry Vereecken
  
  Vadose zone journal | February 2013, Vol 12
  
  Publication
- Plant root system analysis from MRI images
  
  Hannes Schulz, Johannes A Postma, Dagmar van Dusschoten, Hanno Scharr, Sven Behnke
  
  Computer Vision, Imaging and Computer Graphics. Theory and Application | 2013
  
  Publication
- Deep Learning
  
  Hannes Schulz, Sven Behnke
  
  Künstliche Intelligenz | November 2012, Vol 26: pp. 357-363
  
  Publication
- Learning Object-Class Segmentation with Convolutional Neural Networks
  
  Hannes Schulz, Sven Behnke
  
  Proceedings of European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning | April 2012
  
  Publication
- Utilizing the structure of field lines for efficient soccer robot localization
  
  Hannes Schulz, Sven Behnke
  
  Advanced Robotics | January 2012, pp. 1603-1621
  
  Publication
- Exploiting local structure in Boltzmann machines
  
  Hannes Schulz, Andreas C Müller, Sven Behnke
  
  Neurocomputing | April 2010, Vol 74: pp. 1411-1417
  
  Publication
- Accelerating large-scale convolutional neural networks with parallel graphics multiprocessors
  
  Dominik Scherer, Hannes Schulz, Sven Behnke
  
  Proceedings of International Conference on Artificial Neural Networks (ICANN) | January 2010
  
  Publication
- Investigating Convergence of Restricted Boltzmann Machine Learning
  
  Hannes Schulz, Andreas C Müller, Sven Behnke
  
  NIPS 2010 Workshop on Deep Learning and Unsupervised Feature Learning | January 2010
  
  Publication
- ILP, the Blind, and the Elephant: Euclidean Embedding of Co-proven Queries
  
  Hannes Schulz, Kristian Kersting, Andreas Karwath
  
  Proceedings of International Conference on Inductive Logic Programming | January 2009
  
  Publication

- Scalable emulation of protein equilibrium ensembles with generative deep learning
  
  Sarah Lewis, Tim Hempel, Jose Jimenez-Luna, Michael Gastegger, Yu Xie, Andrew Y. K. Foong, Victor Garcia Satorras, Osama Abdin, Bastiaan S. Veeling, I. Zaporozhets, Yaoyi Chen, Soojung Yang, Arne Schneuing, Jigyasa Nigam, Federico Barbero, Vincent Stimper, Andrew Campbell, Jason Yim, Marten Lienen, Yu Shi, Shuxin Zheng, Hannes Schulz, Usman Munir, Cecilia Clementi, Frank Noé
  
  Science | July 2025
  
  Publication PDF Vidéo Télécharger
- A generative model for inorganic materials design
  
  Claudio Zeni, Robert Pinsler, Daniel Zügner, Andrew Fowler, Matthew Horton, Xiang Fu, Zilong Wang, Aliaksandra Shysheya, Jonathan Crabbé, Shoko Ueda, Roberto Sordillo, Lixin Sun, Jake Smith, Bichlien Nguyen, Hannes Schulz, Sarah Lewis, Chin-Wei Huang, Ziheng Lu, Yichi Zhou, Han Yang, Hongxia Hao, Jielan Li, Chunlei Yang, Wenjie Li, Ryota Tomioka, Tian Xie
  
  Nature | January 2025
  
  Publication
- Decomposed Mutual Information Estimation for Contrastive Representation Learning
  
  Alessandro Sordoni, Nouha Dziri, Hannes Schulz, Geoff Gordon, Philip Bachman, Remi Tachet des Combes
  
  2021 International Conference on Machine Learning | July 2021
  
  DOI
- Hybrid Generative-Retrieval Transformers For Dialogue Domain Adaptation
  
  Igor Shalyminov, Alessandro Sordoni, Adam Atkinson, Hannes Schulz
  
  arXiv preprint arXiv:2003.01680 | March 2020
  
  PDF Projet
- Results of the Multi-Domain Task-Completion Dialog Challenge
  
  Jinchao Li, Baolin Peng, Sungjin Lee, Jianfeng Gao, Ryuichi Takanobu, Qi Zhu, Minlie Huang, Hannes Schulz, Adam Atkinson, Mahmoud Adada
  
  Proceedings of the 34th AAAI Conference on Artificial Intelligence, Eighth Dialog System Technology Challenge Workshop | February 2020
  
  PDF Projet
- Tell, Draw, and Repeat: Generating and Modifying Images Based on Continual Linguistic Instruction
  
  Alaaeldin El-Nouby, Shikhar Sharma, Hannes Schulz, Devon Hjelm, Layla El Asri, Samira Ebrahimi Kahou, Yoshua Bengio, Graham Taylor
  
  The IEEE International Conference on Computer Vision (ICCV) | October 2019
  
  Publication Github Github Projet
- The Knowref Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution
  
  Ali Emami, Paul Trichelair, Adam Trischler, Kaheer Suleman, Hannes Schulz, Jackie Chi Kit Cheung
  
  ACL 2019 | June 2019
  
  PDF Publication Projet
- Multi-Domain Task-Completion Dialog Challenge
  
  Sungjin Lee, Hannes Schulz, Adam Atkinson, Jianfeng Gao, Kaheer Suleman, Layla El Asri, Mahmoud Adada, Minlie Huang, Shikhar Sharma, Wendy Tay, Xiujun Li
  
  Dialog System Technology Challenges 8 | March 2019
  
  PDF Projet Projet
- From FiLM to Video: Multi-turn Question Answering with Multi-modal Context
  
  Dat Tien Nguyen, Shikhar Sharma, Hannes Schulz, Layla El Asri
  
  AAAI 2019 Dialog System Technology Challenge (DSTC7) Workshop | December 2018
  
  Publication
- Keep Drawing It: Iterative language-based image generation and editing
  
  Alaaeldin El-Nouby, Shikhar Sharma, Hannes Schulz, Devon Hjelm, Layla El Asri, Samira Ebrahimi Kahou, Yoshua Bengio, Graham W. Taylor
  
  Neural Information Processing Systems (NeurIPS) Visually-Grounded Interaction and Language (ViGIL) Workshop | November 2018
  
  Author's Version PDF Github Projet
- Towards Deep Conversational Recommendations
  
  Raymond Li, Samira Ebrahimi Kahou, Hannes Schulz, Vincent Michalski, Laurent Charlin, Chris Pal
  
  NeurIPS 2018 | November 2018
  
  PDF Télécharger
- Frames: A Corpus for Adding Memory to Goal-Oriented Dialogue Systems
  
  Layla El Asri, Hannes Schulz, Shikhar Sharma, Jeremie Zumer, Justin Harris, Emery Fine, Rahul Mehrotra, Kaheer Suleman
  
  Proceedings of the 18th Annual SIGdial Meeting on Discourse and Dialogue | August 2017
  
  Publication Télécharger Projet
- A Frame Tracking Model for Memory-Enhanced Dialogue Systems
  
  Hannes Schulz, Jeremie Zumer, Layla El Asri, Shikhar Sharma
  
  Proceedings of the 2nd Workshop on Representation Learning for NLP | August 2017
  
  Proceedings of the 2nd Workshop on Representation Learning for NLP
  
  Publication Projet
- Relevance of Unsupervised Metrics in Task-Oriented Dialogue for Evaluating Natural Language Generation
  
  Shikhar Sharma, Layla El Asri, Hannes Schulz, Jeremie Zumer
  
  arXiv preprint arXiv:1706.09799 | June 2017
  
  Publication Github
- Natural Language Generation in Dialogue using Lexicalized and Delexicalized Data
  
  Shikhar Sharma, Jing He, Kaheer Suleman, Hannes Schulz, Philip Bachman
  
  International Conference on Learning Representations (ICLR) Workshop | April 2017
  
  Publication
- Combining semantic and geometric features for object class segmentation of indoor scenes
  
  Farzad Husain, Hannes Schulz, Babette Dellen, Carme Torras, Sven Behnke
  
  IEEE Robotics and Automation Letters | January 2017, Vol 2: pp. 49-55
  
  Publication
- Policy Networks with Two-Stage Training for Dialogue Systems
  
  Mehdi Fatemi, Layla El Asri, Hannes Schulz, Jing He, Kaheer Suleman
  
  Proceedings of SIGDial 2016 | June 2016
  
  Publication Publication
- Two-layer contractive encodings for learning stable nonlinear features
  
  Hannes Schulz, Kyunghyun Cho, Tapani Raiko, Sven Behnke
  
  Neural Networks | April 2015, Vol 64: pp. 4-11
  
  Publication
- Recurrent convolutional neural networks for object-class segmentation of RGB-D video
  
  Mircea Serban Pavel, Hannes Schulz, Sven Behnke
  
  Neural Networks | April 2015, Vol 88: pp. 105-113
  
  Publication
- Dense real-time mapping of object-class semantics from RGB-D video
  
  Jörg Stückler, Benedikt Waldvogel, Hannes Schulz, Sven Behnke
  
  Journal of Real-Time Image Processing | January 2015, Vol 10: pp. 599-609
  
  Publication
- RGB-D object recognition and pose estimation based on pre-trained convolutional neural network features
  
  Max Schwarz, Hannes Schulz, Sven Behnke
  
  Proceedings of IEEE International Conference on Robotics and Automation (ICRA) | January 2015
  
  Publication
- Deep Learning
  
  Hannes Schulz, Sven Behnke
  
  Künstliche Intelligenz | November 2012, Vol 26: pp. 357-363
  
  Publication
- Learning Object-Class Segmentation with Convolutional Neural Networks
  
  Hannes Schulz, Sven Behnke
  
  Proceedings of European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning | April 2012
  
  Publication
- Exploiting local structure in Boltzmann machines
  
  Hannes Schulz, Andreas C Müller, Sven Behnke
  
  Neurocomputing | April 2010, Vol 74: pp. 1411-1417
  
  Publication
- Investigating Convergence of Restricted Boltzmann Machine Learning
  
  Hannes Schulz, Andreas C Müller, Sven Behnke
  
  NIPS 2010 Workshop on Deep Learning and Unsupervised Feature Learning | January 2010
  
  Publication
- A generative model for inorganic materials design
  
  Claudio Zeni, Robert Pinsler, Daniel Zügner, Andrew Fowler, Matthew Horton, Xiang Fu, Zilong Wang, Aliaksandra Shysheya, Jonathan Crabbé, Shoko Ueda, Roberto Sordillo, Lixin Sun, Jake Smith, Bichlien Nguyen, Hannes Schulz, Sarah Lewis, Chin-Wei Huang, Ziheng Lu, Yichi Zhou, Han Yang, Hongxia Hao, Jielan Li, Chunlei Yang, Wenjie Li, Ryota Tomioka, Tian Xie
  
  Nature | January 2025
  
  Publication
- Fast Domain Adaptation For Goal-Oriented Dialogue Using A Hybrid Generative-Retrieval Transformer
  
  Igor Shalyminov, Alessandro Sordoni, Adam Atkinson, Hannes Schulz
  
  2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) | April 2020
  
  Publication Télécharger Projet
- Results of the Multi-Domain Task-Completion Dialog Challenge
  
  Jinchao Li, Baolin Peng, Sungjin Lee, Jianfeng Gao, Ryuichi Takanobu, Qi Zhu, Minlie Huang, Hannes Schulz, Adam Atkinson, Mahmoud Adada
  
  Proceedings of the 34th AAAI Conference on Artificial Intelligence, Eighth Dialog System Technology Challenge Workshop | February 2020
  
  PDF Projet
- The Eighth Dialog System Technology Challenge
  
  Seokhwan Kim, Michel Galley, Chulaka Gunasekara, Sungjin Lee, Adam Atkinson, Baolin Peng, Hannes Schulz, Jianfeng Gao, Jinchao Li, Mahmoud Adada, Minlie Huang, Luis Lastras, Jonathan K. Kummerfeld, Walter S. Lasecki, Chiori Hori, Anoop Cherian, Tim K. Marks, Abhinav Rastogi, Xiaoxue Zang, Srinivas Sunkara, Raghav Gupta
  
  Third NeurIPS workshop on Conversational AI: “Today's Practice and Tomorrow's Potential” | December 2019
  
  Publication Publication
- The Eighth Dialog System Technology Challenge
  
  Seokhwan Kim, Michel Galley, Chulaka Gunasekara, Sungjin Lee, Adam Atkinson, Baolin Peng, Hannes Schulz, Jianfeng Gao, Jinchao Li, Mahmoud Adada, Minlie Huang, Luis Lastras, Jonathan K Kummerfeld, Walter S Lasecki, Chiori Hori, Anoop Cherian, Tim K Marks, Abhinav Rastogi, Xiaoxue Zang, Srinivas Sunkara, Raghav Gupta
  
  The third Conversational AI workshop, NeurIPS | December 2019
  
  Publication
- The Knowref Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution
  
  Ali Emami, Paul Trichelair, Adam Trischler, Kaheer Suleman, Hannes Schulz, Jackie Chi Kit Cheung
  
  ACL 2019 | June 2019
  
  PDF Publication Projet
- Multi-Domain Task-Completion Dialog Challenge
  
  Sungjin Lee, Hannes Schulz, Adam Atkinson, Jianfeng Gao, Kaheer Suleman, Layla El Asri, Mahmoud Adada, Minlie Huang, Shikhar Sharma, Wendy Tay, Xiujun Li
  
  Dialog System Technology Challenges 8 | March 2019
  
  PDF Projet Projet
- From FiLM to Video: Multi-turn Question Answering with Multi-modal Context
  
  Dat Tien Nguyen, Shikhar Sharma, Hannes Schulz, Layla El Asri
  
  AAAI 2019 Dialog System Technology Challenge (DSTC7) Workshop | December 2018
  
  Publication
- Keep Drawing It: Iterative language-based image generation and editing
  
  Alaaeldin El-Nouby, Shikhar Sharma, Hannes Schulz, Devon Hjelm, Layla El Asri, Samira Ebrahimi Kahou, Yoshua Bengio, Graham W. Taylor
  
  Neural Information Processing Systems (NeurIPS) Visually-Grounded Interaction and Language (ViGIL) Workshop | November 2018
  
  Author's Version PDF Github Projet
- The hard-core coreference corpus: Removing gender and number cues for difficult pronominal anaphora resolution
  
  Ali Emami, Paul Trichelair, Adam Trischler, Kaheer Suleman, Hannes Schulz, Jackie Chi Kit Cheung
  
  November 2018
  
  Publication PDF
- Towards Deep Conversational Recommendations
  
  Raymond Li, Samira Ebrahimi Kahou, Hannes Schulz, Vincent Michalski, Laurent Charlin, Chris Pal
  
  NeurIPS 2018 | November 2018
  
  PDF Télécharger
- Frames: A Corpus for Adding Memory to Goal-Oriented Dialogue Systems
  
  Layla El Asri, Hannes Schulz, Shikhar Sharma, Jeremie Zumer, Justin Harris, Emery Fine, Rahul Mehrotra, Kaheer Suleman
  
  Proceedings of the 18th Annual SIGdial Meeting on Discourse and Dialogue | August 2017
  
  Publication Télécharger Projet
- A Frame Tracking Model for Memory-Enhanced Dialogue Systems
  
  Hannes Schulz, Jeremie Zumer, Layla El Asri, Shikhar Sharma
  
  Proceedings of the 2nd Workshop on Representation Learning for NLP | August 2017
  
  Proceedings of the 2nd Workshop on Representation Learning for NLP
  
  Publication Projet
- Relevance of Unsupervised Metrics in Task-Oriented Dialogue for Evaluating Natural Language Generation
  
  Shikhar Sharma, Layla El Asri, Hannes Schulz, Jeremie Zumer
  
  arXiv preprint arXiv:1706.09799 | June 2017
  
  Publication Github
- Natural Language Generation in Dialogue using Lexicalized and Delexicalized Data
  
  Shikhar Sharma, Jing He, Kaheer Suleman, Hannes Schulz, Philip Bachman
  
  International Conference on Learning Representations (ICLR) Workshop | April 2017
  
  Publication
- Results of the Multi-Domain Task-Completion Dialog Challenge
  
  Jinchao Li, Baolin Peng, Sungjin Lee, Jianfeng Gao, Ryuichi Takanobu, Qi Zhu, Minlie Huang, Hannes Schulz, Adam Atkinson, Mahmoud Adada
  
  Proceedings of the 34th AAAI Conference on Artificial Intelligence, Eighth Dialog System Technology Challenge Workshop | February 2020
  
  PDF Projet
- Tell, Draw, and Repeat: Generating and Modifying Images Based on Continual Linguistic Instruction
  
  Alaaeldin El-Nouby, Shikhar Sharma, Hannes Schulz, Devon Hjelm, Layla El Asri, Samira Ebrahimi Kahou, Yoshua Bengio, Graham Taylor
  
  The IEEE International Conference on Computer Vision (ICCV) | October 2019
  
  Publication Github Github Projet
- Multi-Domain Task-Completion Dialog Challenge
  
  Sungjin Lee, Hannes Schulz, Adam Atkinson, Jianfeng Gao, Kaheer Suleman, Layla El Asri, Mahmoud Adada, Minlie Huang, Shikhar Sharma, Wendy Tay, Xiujun Li
  
  Dialog System Technology Challenges 8 | March 2019
  
  PDF Projet Projet
- The Knowref Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution
  
  Ali Emami, Paul Trichelair, Adam Trischler, Kaheer Suleman, Hannes Schulz, Jackie Chi Kit Cheung
  
  ACL 2019 | June 2019
  
  PDF Publication Projet
- Tell, Draw, and Repeat: Generating and Modifying Images Based on Continual Linguistic Instruction
  
  Alaaeldin El-Nouby, Shikhar Sharma, Hannes Schulz, Devon Hjelm, Layla El Asri, Samira Ebrahimi Kahou, Yoshua Bengio, Graham Taylor
  
  The IEEE International Conference on Computer Vision (ICCV) | October 2019
  
  Publication Github Github Projet
- From FiLM to Video: Multi-turn Question Answering with Multi-modal Context
  
  Dat Tien Nguyen, Shikhar Sharma, Hannes Schulz, Layla El Asri
  
  AAAI 2019 Dialog System Technology Challenge (DSTC7) Workshop | December 2018
  
  Publication
- Keep Drawing It: Iterative language-based image generation and editing
  
  Alaaeldin El-Nouby, Shikhar Sharma, Hannes Schulz, Devon Hjelm, Layla El Asri, Samira Ebrahimi Kahou, Yoshua Bengio, Graham W. Taylor
  
  Neural Information Processing Systems (NeurIPS) Visually-Grounded Interaction and Language (ViGIL) Workshop | November 2018
  
  Author's Version PDF Github Projet
- Combining semantic and geometric features for object class segmentation of indoor scenes
  
  Farzad Husain, Hannes Schulz, Babette Dellen, Carme Torras, Sven Behnke
  
  IEEE Robotics and Automation Letters | January 2017, Vol 2: pp. 49-55
  
  Publication
- Semantic segmentation priors for object discovery
  
  German M. Garcia, Farzad Husain, Hannes Schulz, Simone Frintrop, Carme Torras, Sven Behnke
  
  Proceedings of International Conference on Pattern Recognition (ICPR) | December 2016
  
  Publication
- CURFIL: Random Forests for Image Labeling on GPU
  
  Hannes Schulz, Benedikt Waldvogel, Rasha Sheikh, Sven Behnke
  
  Proceedings of International Conference on Computer Vision, Theory and Applications | May 2015
  
  Publication
- Recurrent convolutional neural networks for object-class segmentation of RGB-D video
  
  Mircea Serban Pavel, Hannes Schulz, Sven Behnke
  
  Neural Networks | April 2015, Vol 88: pp. 105-113
  
  Publication
- Dense real-time mapping of object-class semantics from RGB-D video
  
  Jörg Stückler, Benedikt Waldvogel, Hannes Schulz, Sven Behnke
  
  Journal of Real-Time Image Processing | January 2015, Vol 10: pp. 599-609
  
  Publication
- RGB-D object recognition and pose estimation based on pre-trained convolutional neural network features
  
  Max Schwarz, Hannes Schulz, Sven Behnke
  
  Proceedings of IEEE International Conference on Robotics and Automation (ICRA) | January 2015
  
  Publication
- Learning Object-Class Segmentation with Convolutional Neural Networks
  
  Hannes Schulz, Sven Behnke
  
  Proceedings of European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning | April 2012
  
  Publication
- Utilizing the structure of field lines for efficient soccer robot localization
  
  Hannes Schulz, Sven Behnke
  
  Advanced Robotics | January 2012, pp. 1603-1621
  
  Publication
- Accelerating large-scale convolutional neural networks with parallel graphics multiprocessors
  
  Dominik Scherer, Hannes Schulz, Sven Behnke
  
  Proceedings of International Conference on Artificial Neural Networks (ICANN) | January 2010
  
  Publication
- In situ root system architecture extraction from magnetic resonance imaging for water uptake modeling
  
  Laura Stingaciu, Hannes Schulz, Andreas Pohlmeier, Sven Behnke, Herwig Zilken, Mathieu Javaux, Harry Vereecken
  
  Vadose zone journal | February 2013, Vol 12
  
  Publication
- Plant root system analysis from MRI images
  
  Hannes Schulz, Johannes A Postma, Dagmar van Dusschoten, Hanno Scharr, Sven Behnke
  
  Computer Vision, Imaging and Computer Graphics. Theory and Application | 2013
  
  Publication
- ILP, the Blind, and the Elephant: Euclidean Embedding of Co-proven Queries
  
  Hannes Schulz, Kristian Kersting, Andreas Karwath
  
  Proceedings of International Conference on Inductive Logic Programming | January 2009
  
  Publication
- CURFIL: Random Forests for Image Labeling on GPU
  
  Hannes Schulz, Benedikt Waldvogel, Rasha Sheikh, Sven Behnke
  
  Proceedings of International Conference on Computer Vision, Theory and Applications | May 2015
  
  Publication
- Accelerating large-scale convolutional neural networks with parallel graphics multiprocessors
  
  Dominik Scherer, Hannes Schulz, Sven Behnke
  
  Proceedings of International Conference on Artificial Neural Networks (ICANN) | January 2010
  
  Publication

- Scalable emulation of protein equilibrium ensembles with generative deep learning
  
  Sarah Lewis, Tim Hempel, Jose Jimenez-Luna, Michael Gastegger, Yu Xie, Andrew Y. K. Foong, Victor Garcia Satorras, Osama Abdin, Bastiaan S. Veeling, I. Zaporozhets, Yaoyi Chen, Soojung Yang, Arne Schneuing, Jigyasa Nigam, Federico Barbero, Vincent Stimper, Andrew Campbell, Jason Yim, Marten Lienen, Yu Shi, Shuxin Zheng, Hannes Schulz, Usman Munir, Cecilia Clementi, Frank Noé
  
  Science | July 2025
  
  Publication PDF Vidéo Télécharger
- A generative model for inorganic materials design
  
  Claudio Zeni, Robert Pinsler, Daniel Zügner, Andrew Fowler, Matthew Horton, Xiang Fu, Zilong Wang, Aliaksandra Shysheya, Jonathan Crabbé, Shoko Ueda, Roberto Sordillo, Lixin Sun, Jake Smith, Bichlien Nguyen, Hannes Schulz, Sarah Lewis, Chin-Wei Huang, Ziheng Lu, Yichi Zhou, Han Yang, Hongxia Hao, Jielan Li, Chunlei Yang, Wenjie Li, Ryota Tomioka, Tian Xie
  
  Nature | January 2025
  
  Publication
- Hybrid Generative-Retrieval Transformers For Dialogue Domain Adaptation
  
  Igor Shalyminov, Alessandro Sordoni, Adam Atkinson, Hannes Schulz
  
  arXiv preprint arXiv:2003.01680 | March 2020
  
  PDF Projet
- Relevance of Unsupervised Metrics in Task-Oriented Dialogue for Evaluating Natural Language Generation
  
  Shikhar Sharma, Layla El Asri, Hannes Schulz, Jeremie Zumer
  
  arXiv preprint arXiv:1706.09799 | June 2017
  
  Publication Github
- Combining semantic and geometric features for object class segmentation of indoor scenes
  
  Farzad Husain, Hannes Schulz, Babette Dellen, Carme Torras, Sven Behnke
  
  IEEE Robotics and Automation Letters | January 2017, Vol 2: pp. 49-55
  
  Publication
- Two-layer contractive encodings for learning stable nonlinear features
  
  Hannes Schulz, Kyunghyun Cho, Tapani Raiko, Sven Behnke
  
  Neural Networks | April 2015, Vol 64: pp. 4-11
  
  Publication
- Recurrent convolutional neural networks for object-class segmentation of RGB-D video
  
  Mircea Serban Pavel, Hannes Schulz, Sven Behnke
  
  Neural Networks | April 2015, Vol 88: pp. 105-113
  
  Publication
- Dense real-time mapping of object-class semantics from RGB-D video
  
  Jörg Stückler, Benedikt Waldvogel, Hannes Schulz, Sven Behnke
  
  Journal of Real-Time Image Processing | January 2015, Vol 10: pp. 599-609
  
  Publication
- In situ root system architecture extraction from magnetic resonance imaging for water uptake modeling
  
  Laura Stingaciu, Hannes Schulz, Andreas Pohlmeier, Sven Behnke, Herwig Zilken, Mathieu Javaux, Harry Vereecken
  
  Vadose zone journal | February 2013, Vol 12
  
  Publication
- Deep Learning
  
  Hannes Schulz, Sven Behnke
  
  Künstliche Intelligenz | November 2012, Vol 26: pp. 357-363
  
  Publication
- Utilizing the structure of field lines for efficient soccer robot localization
  
  Hannes Schulz, Sven Behnke
  
  Advanced Robotics | January 2012, pp. 1603-1621
  
  Publication
- Exploiting local structure in Boltzmann machines
  
  Hannes Schulz, Andreas C Müller, Sven Behnke
  
  Neurocomputing | April 2010, Vol 74: pp. 1411-1417
  
  Publication
- Decomposed Mutual Information Estimation for Contrastive Representation Learning
  
  Alessandro Sordoni, Nouha Dziri, Hannes Schulz, Geoff Gordon, Philip Bachman, Remi Tachet des Combes
  
  2021 International Conference on Machine Learning | July 2021
  
  DOI
- Fast Domain Adaptation For Goal-Oriented Dialogue Using A Hybrid Generative-Retrieval Transformer
  
  Igor Shalyminov, Alessandro Sordoni, Adam Atkinson, Hannes Schulz
  
  2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) | April 2020
  
  Publication Télécharger Projet
- Results of the Multi-Domain Task-Completion Dialog Challenge
  
  Jinchao Li, Baolin Peng, Sungjin Lee, Jianfeng Gao, Ryuichi Takanobu, Qi Zhu, Minlie Huang, Hannes Schulz, Adam Atkinson, Mahmoud Adada
  
  Proceedings of the 34th AAAI Conference on Artificial Intelligence, Eighth Dialog System Technology Challenge Workshop | February 2020
  
  PDF Projet
- The Eighth Dialog System Technology Challenge
  
  Seokhwan Kim, Michel Galley, Chulaka Gunasekara, Sungjin Lee, Adam Atkinson, Baolin Peng, Hannes Schulz, Jianfeng Gao, Jinchao Li, Mahmoud Adada, Minlie Huang, Luis Lastras, Jonathan K. Kummerfeld, Walter S. Lasecki, Chiori Hori, Anoop Cherian, Tim K. Marks, Abhinav Rastogi, Xiaoxue Zang, Srinivas Sunkara, Raghav Gupta
  
  Third NeurIPS workshop on Conversational AI: “Today's Practice and Tomorrow's Potential” | December 2019
  
  Publication Publication
- The Eighth Dialog System Technology Challenge
  
  Seokhwan Kim, Michel Galley, Chulaka Gunasekara, Sungjin Lee, Adam Atkinson, Baolin Peng, Hannes Schulz, Jianfeng Gao, Jinchao Li, Mahmoud Adada, Minlie Huang, Luis Lastras, Jonathan K Kummerfeld, Walter S Lasecki, Chiori Hori, Anoop Cherian, Tim K Marks, Abhinav Rastogi, Xiaoxue Zang, Srinivas Sunkara, Raghav Gupta
  
  The third Conversational AI workshop, NeurIPS | December 2019
  
  Publication
- Tell, Draw, and Repeat: Generating and Modifying Images Based on Continual Linguistic Instruction
  
  Alaaeldin El-Nouby, Shikhar Sharma, Hannes Schulz, Devon Hjelm, Layla El Asri, Samira Ebrahimi Kahou, Yoshua Bengio, Graham Taylor
  
  The IEEE International Conference on Computer Vision (ICCV) | October 2019
  
  Publication Github Github Projet
- The Knowref Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution
  
  Ali Emami, Paul Trichelair, Adam Trischler, Kaheer Suleman, Hannes Schulz, Jackie Chi Kit Cheung
  
  ACL 2019 | June 2019
  
  PDF Publication Projet
- Multi-Domain Task-Completion Dialog Challenge
  
  Sungjin Lee, Hannes Schulz, Adam Atkinson, Jianfeng Gao, Kaheer Suleman, Layla El Asri, Mahmoud Adada, Minlie Huang, Shikhar Sharma, Wendy Tay, Xiujun Li
  
  Dialog System Technology Challenges 8 | March 2019
  
  PDF Projet Projet
- From FiLM to Video: Multi-turn Question Answering with Multi-modal Context
  
  Dat Tien Nguyen, Shikhar Sharma, Hannes Schulz, Layla El Asri
  
  AAAI 2019 Dialog System Technology Challenge (DSTC7) Workshop | December 2018
  
  Publication
- Keep Drawing It: Iterative language-based image generation and editing
  
  Alaaeldin El-Nouby, Shikhar Sharma, Hannes Schulz, Devon Hjelm, Layla El Asri, Samira Ebrahimi Kahou, Yoshua Bengio, Graham W. Taylor
  
  Neural Information Processing Systems (NeurIPS) Visually-Grounded Interaction and Language (ViGIL) Workshop | November 2018
  
  Author's Version PDF Github Projet
- Towards Deep Conversational Recommendations
  
  Raymond Li, Samira Ebrahimi Kahou, Hannes Schulz, Vincent Michalski, Laurent Charlin, Chris Pal
  
  NeurIPS 2018 | November 2018
  
  PDF Télécharger
- Frames: A Corpus for Adding Memory to Goal-Oriented Dialogue Systems
  
  Layla El Asri, Hannes Schulz, Shikhar Sharma, Jeremie Zumer, Justin Harris, Emery Fine, Rahul Mehrotra, Kaheer Suleman
  
  Proceedings of the 18th Annual SIGdial Meeting on Discourse and Dialogue | August 2017
  
  Publication Télécharger Projet
- A Frame Tracking Model for Memory-Enhanced Dialogue Systems
  
  Hannes Schulz, Jeremie Zumer, Layla El Asri, Shikhar Sharma
  
  Proceedings of the 2nd Workshop on Representation Learning for NLP | August 2017
  
  Proceedings of the 2nd Workshop on Representation Learning for NLP
  
  Publication Projet
- Natural Language Generation in Dialogue using Lexicalized and Delexicalized Data
  
  Shikhar Sharma, Jing He, Kaheer Suleman, Hannes Schulz, Philip Bachman
  
  International Conference on Learning Representations (ICLR) Workshop | April 2017
  
  Publication
- Semantic segmentation priors for object discovery
  
  German M. Garcia, Farzad Husain, Hannes Schulz, Simone Frintrop, Carme Torras, Sven Behnke
  
  Proceedings of International Conference on Pattern Recognition (ICPR) | December 2016
  
  Publication
- Policy Networks with Two-Stage Training for Dialogue Systems
  
  Mehdi Fatemi, Layla El Asri, Hannes Schulz, Jing He, Kaheer Suleman
  
  Proceedings of SIGDial 2016 | June 2016
  
  Publication Publication
- CURFIL: Random Forests for Image Labeling on GPU
  
  Hannes Schulz, Benedikt Waldvogel, Rasha Sheikh, Sven Behnke
  
  Proceedings of International Conference on Computer Vision, Theory and Applications | May 2015
  
  Publication
- RGB-D object recognition and pose estimation based on pre-trained convolutional neural network features
  
  Max Schwarz, Hannes Schulz, Sven Behnke
  
  Proceedings of IEEE International Conference on Robotics and Automation (ICRA) | January 2015
  
  Publication
- Learning Object-Class Segmentation with Convolutional Neural Networks
  
  Hannes Schulz, Sven Behnke
  
  Proceedings of European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning | April 2012
  
  Publication
- Investigating Convergence of Restricted Boltzmann Machine Learning
  
  Hannes Schulz, Andreas C Müller, Sven Behnke
  
  NIPS 2010 Workshop on Deep Learning and Unsupervised Feature Learning | January 2010
  
  Publication
- Accelerating large-scale convolutional neural networks with parallel graphics multiprocessors
  
  Dominik Scherer, Hannes Schulz, Sven Behnke
  
  Proceedings of International Conference on Artificial Neural Networks (ICANN) | January 2010
  
  Publication
- ILP, the Blind, and the Elephant: Euclidean Embedding of Co-proven Queries
  
  Hannes Schulz, Kristian Kersting, Andreas Karwath
  
  Proceedings of International Conference on Inductive Logic Programming | January 2009
  
  Publication
- The hard-core coreference corpus: Removing gender and number cues for difficult pronominal anaphora resolution
  
  Ali Emami, Paul Trichelair, Adam Trischler, Kaheer Suleman, Hannes Schulz, Jackie Chi Kit Cheung
  
  November 2018
  
  Publication PDF
- Plant root system analysis from MRI images
  
  Hannes Schulz, Johannes A Postma, Dagmar van Dusschoten, Hanno Scharr, Sven Behnke
  
  Computer Vision, Imaging and Computer Graphics. Theory and Application | 2013
  
  Publication