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Efficient Self-Supervised Vision Transformers (EsViT)
7月 2021
This is a research project in exploring self-supervised learning (SSL) for computer vision. It aims to learn general-purpose image features from raw pixels without relying on manual supervisions, and the learned networks serve as the backbone of various downstream tasks.…
SOLOIST
6月 2021
This repository showcases building task-oriented bot at scale with handful examples via fine-tuning a pretrained model using SOLOIST framework, and contains the dataset, source code and pre-trained model for the following paper: SOLOIST: Building Task Bots at Scale with Transfer…
Vision Longformer for Object Detection
5月 2021
This project provides the source code for the object detection part of vision longformer paper.
RaCT
4月 2020
This repository implements Ranking-Critical Training (RaCT) for Collaborative Filtering, accepted in International Conference on Learning Representations (ICLR), 2020. By using an actor-critic architecture to fine-tune a differentiable collaborative filtering model, we can improve the performance of a variety of MLE-based…
Gaussian Process for Any Neural Architecture
2月 2020
Gaussian Process for Any Neural Architecture: Reference Implementations This repo is a companion to the paper linked below, which shows that the Gaussian process behavior arises in wide, randomly initialized, neural networks regardless of architecture. Tensor Programs I: Wide Feedforward…
NNspectra
7月 2019
This repo is a companion to the paper “A Fine-Grained Spectral Perspective on Neural Networks”.
Visual Question Generation dataset
10月 2016
We introduce this dataset in order to support the novel task of Visual Question Generation (VQG), where, given an image, the system should ‘ask a natural and engaging question’. This dataset can be used to support research on common sense…
Sent2Vec
7月 2015
Sent2vec maps a pair of short text strings (e.g., sentences or query-answer pairs) to a pair of feature vectors in a continuous, low-dimensional space where the semantic similarity between the text strings is computed as the cosine similarity between their…