You can also find my papers on Google Scholar. Note * denotes equal contribution.
SPEX: Scaling Feature Interaction Explanations for LLMs
Justin Kang*, Landon Butler*, Abhineet Agarwal*, Yigit Erginbas, Ramtin Pedarsani, Kannan Ramchandran, Bin YuMulti-Armed Bandits with Network Interference
Abhineet Agarwal, Anish Agarwal, Lorenzo Masoero, Justin Whitehouse.
Venue: NeurIPS, 2024Tree Transfomers: Combining Tree-Based Models with Mixture of Experts and Transformers for Improved Accuracy and Inference Cost
Abhineet Agarwal, Bin Yu (Link Forthcoming)
Venue: In Submission to Journal of Machine Learning Research (JMLR), 2024ED-Copilot: Reduce Emergency Wait Time with Language Model Diagnostic Assistance
Liwen Sun, Abhineet Agarwal, Aaron Kornblith, Bin Yu, Chenyan Xiong.
Venue: ICML, 2024Synthetic Combinations: A Causal Inference Framework for Combinatiorial Interventions
Abhineet Agarwal, Anish Agarwal, Suhas Vijaykumar
Venue: NeurIPS, 2023, extended version in submission to EconometricaFast Interpretable Greedy Tree Sums (FIGS)
Yan Shuo Tan*, Chandan Singh*, Keyan Nasseri*, Abhineet Agarwal*, et al.
Venue: Proceedings of the National Academy of Sciences (PNAS), 2025MDI+: A Flexible Random Forest-Based Feature Importance Framework
Abhineet Agarwal*, Ana Kenney*, Yan Shuo Tan*, Tiffany Tang*, Bin Yu
Venue: Submitted to Journal of the American Statistical Association (JASA), 2023Epistasis regulates genetic control of cardiac hypertrophy
Tiffany Tang, …, Abhineet Agarwal,… Bin Yu
Venue: Nature Cardiovascular Research, 2023Hierarchical Shrinkage: Improving the Accuracy and Interpretability of Tree-Based Models
Abhineet Agarwal*, Yan Shuo Tan*, Omer Ronen, Chandan Singh, Bin Yu
Venue: ICML, 2022. (Oral Presentation)Veridical Flow: A Python Package for Building Trustworthy Data Science Pipelines with PCS
James Duncan*, Rush Kapoor*, Abhineet Agarwal*, Chandan Singh*, Bin Yu
Venue: Journal of Open Source Software, 2022.A Cautionary Tale on the Fitting Decision Trees to Additive Models: Generalization Lower Bounds
Yan Shuo Tan, Abhineet Agarwal, Bin Yu
Venue: AISTATS, 2022.