基本信息
浏览量:18
职业迁徙
个人简介
Research Interests
My research dreams currently lie in these three (somewhat different) areas, though I'm currently focusing on the first two. I'm very open to both collaborating and advising students (through UROP if you're an undergrad at MIT, we can discuss otherwise), so don't hesitate to reach out if you're excited about these topics and would like to work together!
1. Neurosymbolic programming, specifically through the lens of smashing symbolic techniques together with LLM's to create more reliable and powerful ways to perform program synthesis.
2. Developing methodologies to interpret the behavior and understand the capabilities of code LM's, understand their reasoning abilities, and distinguish them from language LM's.
3. Understanding theoretical foundations and training dynamics behind large language models (for code), such as sensitivity to of initialization/learning rates, sharpness-aware training, or pruning.
My research dreams currently lie in these three (somewhat different) areas, though I'm currently focusing on the first two. I'm very open to both collaborating and advising students (through UROP if you're an undergrad at MIT, we can discuss otherwise), so don't hesitate to reach out if you're excited about these topics and would like to work together!
1. Neurosymbolic programming, specifically through the lens of smashing symbolic techniques together with LLM's to create more reliable and powerful ways to perform program synthesis.
2. Developing methodologies to interpret the behavior and understand the capabilities of code LM's, understand their reasoning abilities, and distinguish them from language LM's.
3. Understanding theoretical foundations and training dynamics behind large language models (for code), such as sensitivity to of initialization/learning rates, sharpness-aware training, or pruning.
研究兴趣
论文共 17 篇作者统计合作学者相似作者
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期刊级别
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Anton Lozhkov,Raymond Li, Loubna Ben Allal,Federico Cassano, Joel Lamy-Poirier,Nouamane Tazi, Ao Tang, Dmytro Pykhtar,Jiawei Liu,Yuxiang Wei,Tianyang Liu, Max Tian,
CoRR (2024)
引用0浏览0EI引用
0
0
Naman Jain, King Han,Alex Gu,Wen-Ding Li, Fanjia Yan,Tianjun Zhang,Sida Wang,Armando Solar-Lezama,Koushik Sen,Ion Stoica
arxiv(2024)
引用0浏览0引用
0
0
arxiv(2023)
引用0浏览0EI引用
0
0
Raymond Li, Loubna Ben Allal,Yangtian Zi,Niklas Muennighoff,Denis Kocetkov,Chenghao Mou, Marc Marone,Christopher Akiki,Jia Li,Jenny Chim,Qian Liu, Evgenii Zheltonozhskii,
CoRR (2023)
引用293浏览0EI引用
293
0
Kaiyu Yang,Aidan M. Swope,Alex Gu,Rahul Chalamala, Peiyang Song, Shixing Yu, Saad Godil,Ryan Prenger,Anima Anandkumar
NeurIPS (2023)
引用11浏览0EI引用
11
0
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