Gagandeep Singh

Assistant Professor, University of Illinois, Urbana Champaign

2 papers at NeurIPS 2025

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Poster Session 1

1 paper

Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

DINGO: Constrained Inference for Diffusion LLMs

#5408 · Tarun Suresh, Debangshu Banerjee, Shubham Ugare, Sasa Misailovic, Gagandeep Singh

We propose the first constrained decoding algorithm for diffusion LLMs.

Poster Session 5

1 paper

Friday, December 5, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

TRAP: Targeted Redirecting of Agentic Preferences

#1414 · Hangoo Kang, Jehyeok Yeon, Gagandeep Singh

We adversarially optimize image embeddings using diffusion models guided by positive semantic prompts, misleading autonomous AI agents into making incorrect decisions.