Gradient-based Discrete Sampling with Automatic Cyclical Scheduling. - Patrick Pynadath; Riddhiman Bhattacharya; Arun Hariharan; Ruqi Zhang (NeurIPS, 2024)

Controlled LLM Decoding via Discrete Auto-regressive Biasing. - Patrick Pynadath; Ruqi Zhang (ICLR, 2025)

Single-Step Consistent Diffusion Samplers. - Pascal Jutras-Dubé; Patrick Pynadath; Ruqi Zhang (CoRR, 2025)

VERA: Variational Inference Framework for Jailbreaking Large Language Models. - Anamika Lochab; Lu Yan; Patrick Pynadath; Xiangyu Zhang 001; Ruqi Zhang (CoRR, 2025)