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Soumya Roy

2 accepted papers

2026

FastFlow: Accelerating The Generative Flow Matching Models with Bandit Inference

ICLR 2026poster

Flow-matching models deliver state-of-the-art fidelity in image and video generation, but the inherent sequential denoising process renders them slower. Existing acceleration methods like distillation, trajectory truncation, and consistency approaches are static, require retraining, and often fail t…

Cited by 0SourcecodeScholar
2026

TaTToo: Tool-Grounded Thinking PRM for Test-Time Scaling in Tabular Reasoning

ICLR 2026poster

Process Reward Models (PRMs) have recently emerged as a powerful framework for enhancing the reasoning capabilities of large reasoning models (LRMs), particularly in the context of test-time scaling (TTS). However, their potential for supervising LRMs on tabular reasoning domains remains underexplor…

Cited by 0SourceScholar