Ameet Talwalkar
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I am an associate professor in the Machine Learning Department at CMU and Chief Scientist at Datadog. My current research interests include ML for science, human-AI interaction, and developing specialized foundation models and agents. Here is my Google scholar page and formal bio. |
Selected Recent Work
- Copilot Arena: A Platform for Code LLM Evaluation in the Wild
(pdf)
W. Chi, V. Chen, A. Angelopoulos, W. Chiang, A. Mittal, N. Jain, T. Zhang, I. Stoica, C. Donahue, A. Talwalkar - Specialized Foundation Models Struggle to Beat Supervised Baselines
(pdf)
Z. Xu, R. Gupta, W. Cheng, A. Shen, J. Shen, A. Talwalkar, M. Khodak
International Conference on Learning Representations (ICLR), 2025 - The RealHumanEval: Evaluating Large Language Models' Abilities to
Support Programmers
(pdf)
H. Mozannar, V. Chen, M. Alsobay, S. Das, S. Zhao, D. Wei, M. Nagireddy, P. Sattigeri, A. Talwalkar, D. Sontag
Transactions on Machine Learning Research (TMLR), 2025 - ScribeAgent: Towards Specialized Web Agents Using Production-Scale Workflow Data
(pdf, blog)
J. Shen, A. Jain, Z. Xiao, I. Amlekar, M. Hadji, A. Podolny, A. Talwalkar - UPS: Towards Foundation Models for PDE Solving via Cross-Modal Adaptation
(pdf)
J. Shen, T. Marwah, A. Talwalkar
Transactions on Machine Learning Research (TMLR), 2024 - L2G: Repurposing Language Models for Genomics Tasks
(pdf)
W. Cheng, J. Shen, M. Khodak, J. Ma, A. Talwalkar - Cross-Modal Fine-Tuning: Align then Refine
(pdf)
J. Shen, L. Li, L. Dery, C. Staten, M. Khodak, G. Neubig, A. Talwalkar
International Conference on Machine Learning (ICML), 2023 - Zeno: An Interactive Framework for Behavioral Evaluation of Machine Learning
(pdf, website, blog)
A. Cabrera, E. Fu, D. Bertucci, K. Hostein, A. Talwalkar, J. Hong, A. Perer
Conference on Human Factors in Computing Systems (CHI), 2023 - Efficient Architecture Search for Diverse Tasks
(pdf, blog)
J. Shen, M. Khodak, A. Talwalkar
Neural Information Processing Systems (NeurIPS), 2022 - Gradient Descent on Neural Networks Typically Occurs at the Edge of Stability
(pdf)
J. Cohen, S. Kaur, Y. Li, Z. Kolter, A. Talwalkar
International Conference on Learning Representations (ICLR), 2021