Arpit Gupta

SABER: Small Actions, Big Errors — Safeguarding Mutating Steps in LLM Agents

SPARK: Stepwise Process-Aware Rewards for Reference-Free Reinforcement Learning

FARS: FSM-Augmentation to Make LLMs Hallucinate the Right APIs