Researcher

Mickel Liu

Also known as mickelliu

Mickel Liu is an AI researcher whose work spans multi-agent learning, safe reinforcement learning and language-model alignment. He coauthored MATE, BeaverTails, Safe RLHF and OmniSafe, then earned a computer science master's at Peking University before pursuing a PhD at the University of Washington. His 2025 coauthored paper Artificial Hivemind studies homogeneous language-model responses and won a NeurIPS Best Paper award in the Datasets & Benchmarks track; in 2026, he coauthored SPADE, a self-play framework for adaptive training environments. As of October 2026, he is a PhD student at UW's Paul G. Allen School and a visiting researcher at Meta FAIR.

Timeline

  1. 2022

    MATE for multi-agent learning

    In 2022, he coauthors MATE, a multi-agent environment for target-coverage control. The benchmark models camera and target agents in cooperative and competitive tasks.

  2. 2023

    The BeaverTails safety dataset

    In 2023, he coauthors BeaverTails, a dataset for safety alignment in large language models. It separates human annotations of helpfulness and harmlessness for question-answer pairs.

  3. 2024

    Safe RLHF and OmniSafe

    In 2024, he coauthors Safe RLHF, which separates human preferences for helpfulness and harmlessness, and OmniSafe, a framework for research on safe reinforcement learning.

  4. By 2025

    A master's and UW PhD

    By 2025, he is a second-year PhD student in the Paul G. Allen School of Computer Science & Engineering at the University of Washington and holds a computer science master's from Peking University.

  5. 2025

    Self-RedTeam at the Allen School

    At the Allen School's 2025 research showcase, he presents Self-RedTeam, an online self-play reinforcement-learning method for language-model safety. The method lets one model act as both attacker and defender.

  6. 2025

    Artificial Hivemind wins a NeurIPS award

    In 2025, he coauthors Artificial Hivemind, a study of repeated and homogeneous language-model responses built around the Infinity-Chat dataset of 26,000 open-ended queries. NeurIPS names it a Best Paper in the Datasets & Benchmarks track.

  7. 2026

    SPADE for adaptive training

    In 2026, he coauthors SPADE, a self-play reinforcement-learning framework where a single language model acts as an environment designer and reasoning agent. It generates executable, long-horizon training environments.

  8. As of October 2026

    PhD at UW, researcher at Meta

    As of October 2026, he is a PhD student at the University of Washington's Paul G. Allen School and a visiting researcher at Meta FAIR. He is co-advised by Natasha Jaques and Luke Zettlemoyer.

Career

  1. NowFAIR (Meta)Visiting Researcher

Education

  1. Peking UniversityMaster's in Computer Science
  2. University of WashingtonPhD

Sources and credits

Photo: We have no published photo of Mickel Liu yet. Send us a free-licensed photo.

  1. MATE: Benchmarking Multi-Agent Reinforcement Learning in Distributed Target Coverage Control proceedings.neurips.cc. Checked 21 October 2026.
  2. BeaverTails: Towards Improved Safety Alignment of LLM via a Human-Preference Dataset proceedings.neurips.cc. Checked 21 October 2026.
  3. Safe RLHF: Safe Reinforcement Learning from Human Feedback proceedings.iclr.cc. Checked 21 October 2026.
  4. OmniSafe: An Infrastructure for Accelerating Safe Reinforcement Learning Research jmlr.org. Checked 21 October 2026.
  5. Annual Research Showcase: Innovations in Computing - Paul G. Allen School of Computer Science & Engineering cs.washington.edu. Checked 21 October 2026.
  6. Chasing Moving Targets with Online Self-Play Reinforcement Learning for Safer Language Models arxiv.org. Checked 21 October 2026.
  7. NeurIPS 2025 Awards neurips.cc. Checked 21 October 2026.
  8. Artificial Hivemind: The Open-Ended Homogeneity of Language Models (and Beyond) proceedings.neurips.cc. Checked 21 October 2026.
  9. SPADE: Self-Play in Adaptive Synthetic Executable Environments arxiv.org. Checked 21 October 2026.
  10. Mickel Liu mickel-liu.github.io. Checked 21 October 2026.
  11. mickelliu (Mickel Liu) · GitHub github.com. Checked 21 October 2026.