Is poisoning a real threat to LLM alignment? Maybe more so than you think. - Pankayaraj Pathmanathan; Souradip Chakraborty; Xiangyu Liu; Yongyuan Liang; Furong Huang (CoRR, 2024)

AdvBDGen: Adversarially Fortified Prompt-Specific Fuzzy Backdoor Generator Against LLM Alignment. - Pankayaraj Pathmanathan; Udari Madhushani Sehwag; Michael-Andrei Panaitescu-Liess; Furong Huang (CoRR, 2024)

Can Watermarking Large Language Models Prevent Copyrighted Text Generation and Hide Training Data? - Michael-Andrei Panaitescu-Liess; Zora Che; Bang An 001; Yuancheng Xu; Pankayaraj Pathmanathan; Souradip Chakraborty; Sicheng Zhu; Tom Goldstein; Furong Huang (AAAI, 2025)

Is Poisoning a Real Threat to DPO? Maybe More So Than You Think. - Pankayaraj Pathmanathan; Souradip Chakraborty; Xiangyu Liu; Yongyuan Liang; Furong Huang (AAAI, 2025)

PoisonedParrot: Subtle Data Poisoning Attacks to Elicit Copyright-Infringing Content from Large Language Models. - Michael-Andrei Panaitescu-Liess; Pankayaraj Pathmanathan; Yigitcan Kaya; Zora Che; Bang An 001; Sicheng Zhu; Aakriti Agrawal; Furong Huang (NAACL (Long Papers), 2025)

Reward Models Can Improve Themselves: Reward-Guided Adversarial Failure Mode Discovery for Robust Reward Modeling. - Pankayaraj Pathmanathan; Furong Huang (CoRR, 2025)