A Scalable Space-efficient In-database Interpretability Framework for Embedding-based Semantic SQL Queries. - Prabhakar Kudva; Rajesh Bordawekar; Apoorva Nitsure (CoRR, 2023)

Risk Assessment and Statistical Significance in the Age of Foundation Models. - Apoorva Nitsure; Youssef Mroueh; Mattia Rigotti; Kristjan H. Greenewald; Brian Belgodere; Mikhail Yurochkin; Jirí Navrátil 001; Igor Melnyk; Jerret Ross (CoRR, 2023)

Risk Aware Benchmarking of Large Language Models. - Apoorva Nitsure; Youssef Mroueh; Mattia Rigotti; Kristjan H. Greenewald; Brian Belgodere; Mikhail Yurochkin; Jirí Navrátil 001; Igor Melnyk; Jarret Ross (ICML, 2024)

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization. - Prashanth Vijayaraghavan; Apoorva Nitsure; Charles Mackin; Luyao Shi; Stefano Ambrogio; Arvind Haran; Viresh Paruthi; Ali El-Zein; Dan Coops; David Beymer; Tyler Baldwin; Ehsan Degan (MLCAD, 2024)

Distributional Preference Alignment of LLMs via Optimal Transport. - Igor Melnyk; Youssef Mroueh; Brian Belgodere; Mattia Rigotti; Apoorva Nitsure; Mikhail Yurochkin; Kristjan H. Greenewald; Jirí Navrátil 001; Jarret Ross (NeurIPS, 2024)

Multivariate Stochastic Dominance via Optimal Transport and Applications to Models Benchmarking. - Gabriel Rioux; Apoorva Nitsure; Mattia Rigotti; Kristjan H. Greenewald; Youssef Mroueh (NeurIPS, 2024)

VHDL-Eval: A Framework for Evaluating Large Language Models in VHDL Code Generation. - Prashanth Vijayaraghavan; Luyao Shi; Stefano Ambrogio; Charles Mackin; Apoorva Nitsure; David Beymer; Ehsan Degan (CoRR, 2024)

Distributional Preference Alignment of LLMs via Optimal Transport. - Igor Melnyk; Youssef Mroueh; Brian Belgodere; Mattia Rigotti; Apoorva Nitsure; Mikhail Yurochkin; Kristjan H. Greenewald; Jirí Navrátil 001; Jerret Ross (CoRR, 2024)

Auditing and Generating Synthetic Data With Controllable Trust Trade-Offs. - Brian Belgodere; Pierre L. Dognin; Adam Ivankay; Igor Melnyk; Youssef Mroueh; Aleksandra Mojsilovic; Jirí Navrátil 001; Apoorva Nitsure; Inkit Padhi; Mattia Rigotti; Jerret Ross; Yair Schiff; et al. (IEEE J. Emerg. Sel. Topics Circuits Syst., 2024)

Information Theoretic Guarantees For Policy Alignment In Large Language Models. - Youssef Mroueh; Apoorva Nitsure (Trans. Mach. Learn. Res., 2025)

Revisiting Group Relative Policy Optimization: Insights into On-Policy and Off-Policy Training. - Youssef Mroueh; Nicolas Dupuis; Brian Belgodere; Apoorva Nitsure; Mattia Rigotti; Kristjan H. Greenewald; Jirí Navrátil 001; Jerret Ross; Jesus Rios (CoRR, 2025)