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Microsoft Research Focus 18 | Week of June 19, 2023
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In this issue: Our new Responsible AI Maturity Model; FoundWright helps “re-find” web pages; Trace-guided Inductive Synthesis of Recursive Functional Programs; a wait-free algorithm for weak reference counting; and new research on concurrency testing.

A circular flow chart of the QL framework. At the top is a rectangle labeled “QL Scheduling Strategy” with the word “Agent” in parenthesis, representing that the strategy is mapped to an RL agent. From the rectangle, an arrow points around to a rectangle below it that contains a input state space. The rectangle is labeled “Program under test” with the word “Environment” in parenthesis, representing that the program is mapped to the unknown environment. The arrow is labeled “Next op,” and alongside it are the Softmax selection function and the value update formula.
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| Suvam Mukherjee

Many of our online activities, from receiving and sending emails to searching for information to streaming movies, are driven behind the scenes by cloud-based distributed architectures. Writing concurrent software—programs with multiple logical threads of execution—is of paramount importance to scale…

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| Akash Lal

For developers, writing bug-free software that doesn’t crash is getting difficult in an increasingly competitive world where software needs to ship before it becomes obsolete. This challenge is especially apparent with online cloud services, which are often dictated by aggressive…