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Published Date

Microsoft Research Blog

Research Focus: Week of October 28, 2024

November 1, 2024 | Xuchao Zhang, Chetan Bansal, Rujia Wang, Minghua Ma, Saravan Rajmohan, Priyanshu Gupta, Ananya Singha, Sumit Gulwani, Arjun Radhakrishna, Gustavo Soares, Guanhua Wang, Olatunji Ruwase, Jack Williams, Ian Drosos, Advait Sarkar, Yadong Lu, Jianwei Yang, Ahmed Awadallah

New Research | FLASH: Workflow automation agent for diagnosing recurring incidents; METAREFLECTION: Learning instructions for language agents using past reflections; Boosting LLM training efficiency through faster communication between GPUs; and more.

Publication

CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing

Xinyi He, Jiaru Zou, Yun Lin, Mengyu Zhou, Shi Han, Zejian Yuan, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP ’24) | November 2024

Publication

PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning

Jiaru Zou, Mengyu Zhou, Tao Li, Shi Han, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP ’24) | November 2024

Publication

Large Language Models Can Provide Accurate and Interpretable Incident Triage

Zexin Wang, Jianhui Li, Minghua Ma, Ze Li, Yu Kang, Chaoyun Zhang, Chetan Bansal, Murali Chintalapati, S. Rajmohan, Qingwei Lin, Dongmei Zhang, Changhua Pei, Gaogang Xie

2024 IEEE 35th International Symposium on Software Reliability Engineering (ISSRE) | October 2024, pp. 523-534

Project

Practical System Verification

Formal verification is a promising approach to eliminate bugs at compile time, before software ships. Unfortunately, verifying the correctness of system software traditionally requires heroic developer effort. In this project, we aim to enable accessible, faster,…

Publication

Automated Proof Generation for Rust Code via Self-Evolution

Tianyu Chen, Shuai Lu, Shan Lu, Yeyun Gong, Chenyuan Yang, Xuheng Li, Md Rakib Hossain Misu, Hao Yu, Nan Duan, Peng Cheng, Fan Yang, Shuvendu Lahiri, Tao Xie, Lidong Zhou

ICLR 2025 | October 2024

Project

Microsoft Research Blog

Research Focus: Week of October 7, 2024

October 9, 2024

Simplifying secure decision tree training; Improving accuracy of audio content detection; A novel neurosymbolic system for converting text to tables; New video series: AI for Business Transformation; TEE security protections for container workloads.

Tool

PromptPex

PromptPex is a tool for exploring and testing AI model prompts. PromptPex is intended to be used by developers who have prompts as part of their code base. PromptPex treats a prompt as a function…

GitHub

Publication

Predictability of identifier naming with Copilot: A case study for mixed-initiative programming tools

Michael Jing Long Lee, Advait Sarkar, Alan F. Blackwell

Proceedings of the 35th Annual Conference of the Psychology of Programming Interest Group (PPIG 2024) | October 2024

Project Project

Publication

MLOS in Action: Bridging the Gap Between Experimentation and Auto-Tuning in the Cloud

Brian Kroth, Sergiy Matusevych, Rana Alotaibi, Yiwen Zhu, Anja Gruenheid, Yuanyuan Tian

Proc. VLDB Endow. | October 2024, Vol 17: pp. 4269-4272

Programming languages and software engineering

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