Selected Work

2026

  1. pretraining-to-posttraining.png
    Reasoning
    Understanding Reasoning from Pretraining to Post-Training
    Jingyan Shen*, Ang Li*, Salman Rahman, Yifan Sun, Micah Goldblum, Matus Telgarsky, and Pavel Izmailov
    Advances in Neural Information Processing Systems (NeurIPS), 2026
    Pre-to-Post Workshop at NeurIPS 2026 (Oral)
  2. lclm.png
    Long context
    End-to-End Context Compression at Scale
    Ang Li*, Sean McLeish*, Haozhe Chen*, Nimit Kalra , Zaiqian Chen, Artem Gazizov, Venkata Anoop Suhas Kumar Morisetty, Bhavya Kailkhura, Harshitha Menon , Zhuang Liu, Brian R. Bartoldson, Tom Goldstein, Sanae Lotfi, Micah Goldblum, and Pavel Izmailov
    2026
  3. retrofitting.png
    Reasoning
    Teaching Pretrained Language Models to Think Deeper with Retrofitted Recurrence
    Sean McLeish, Ang Li, John Kirchenbauer , Dayal Singh Kalra, Brian R. Bartoldson, Bhavya Kailkhura, Avi Schwarzschild, Jonas Geiping, Tom Goldstein, and Micah Goldblum
    Conference on Language Modeling (COLM), 2026
  4. zebra-cot.png
    Reasoning
    Zebra-CoT: A Dataset for Interleaved Vision Language Reasoning
    Ang Li*, Charles Wang*, Deqing Fu*, Kaiyu Yue*, Zikui Cai*, Wang Bill Zhu*, Ollie Liu*, Peng Guo*, Willie Neiswanger, Furong Huang, Tom Goldstein, and Micah Goldblum
    International Conference on Learning Representations (ICLR), 2026

2025

  1. digital-twin.png
    Alignment
    Twin-2K-500: A dataset for building digital twins of over 2,000 people based on their answers to over 500 questions
    Olivier Toubia, George Z Gui, Tianyi Peng, Daniel J Merlau, Ang Li, and Haozhe Chen
    Marketing Science, 2025
  2. Safety
    Commercial LLM Agents Are Already Vulnerable to Simple Yet Dangerous Attacks
    2025
  3. persona.png
    Alignment
    LLM Generated Persona is a Promise with a Catch
    Advances in Neural Information Processing Systems (NeurIPS), 2025
  4. permutation-invariant-overall.png
    Uncertainty
    Architectural and Inferential Inductive Biases For Exchangeable Sequence Modeling
    Daksh Mittal*, Ang Li*, Tzu-Ching Yen*, Daniel Guetta, and Hongseok Namkoong
    Advances in Neural Information Processing Systems (NeurIPS), 2025
  5. personallm_ds.png
    Alignment
    PersonalLLM: Tailoring LLMs to Individual Preferences
    International Conference on Learning Representations (ICLR), 2025

2024

  1. qgym.png
    Reinforcement learning
    QGym: Scalable Simulation and Benchmarking of Queuing Network Controllers
    Advances in Neural Information Processing Systems (NeurIPS), 2024