PPaperPicks

Percy Liang

Stanford University, Computer Science Department

35 papers at tracked venues · 32 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Kevin Klyman
×6
Xiang Lisa Li
×6
Tatsunori Hashimoto
×6
Yifan Mai
×5
Daniel E. Ho
×5
Dawn Song
×4
Sayash Kapoor
×4
Shayne Longpre
×4
Arvind Narayanan
×4
Peter Henderson
×4
Rishi Bommasani
×4
David Leo Wright Hall
×3

Papers

  1. Beyond a Single Extractor: Re-thinking HTML-to-Text Extraction for LLM Pre-training
    EACL 2026 ·
    Jeffrey Li
    ,
    Joshua P. Gardner
    ,
    Doug Kang
    ,
    Fangping Shi
    ,
    Karanjeet Singh
    ,
    Chun-Liang Li
    ,
    Herumb Shandilya
    ,
    David Leo Wright Hall
    ,
    Oncel Tuzel
    , Percy Liang,
    Ludwig Schmidt
    ,
    Hadi Pouransari
    ,
    Fartash Faghri
  2. AIR-BENCH 2024: A Safety Benchmark based on Regulation and Policies Specified Risk Categories
    ICLR 2025 ·
    Yi Zeng
    ,
    Yu Yang
    ,
    Andy Zhou
    ,
    Jeffrey Ziwei Tan
    ,
    Yuheng Tu
    ,
    Yifan Mai
    ,
    Kevin Klyman
    ,
    Minzhou Pan
    ,
    Ruoxi Jia
    ,
    Dawn Song
    , Percy Liang,
    Bo Li
  3. Auditing Prompt Caching in Language Model APIs
    ICML 2025 ·
    Chenchen Gu
    ,
    Xiang Lisa Li
    ,
    Rohith Kuditipudi
    , Percy Liang,
    Tatsunori Hashimoto
  4. Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives
    NeurIPS 2025 ·
    Sarah H. Cen
    ,
    Salil Goyal
    ,
    Zaynah Javed
    ,
    Ananya Karthik
    , Percy Liang,
    Daniel E. Ho
  5. AutoBencher: Towards Declarative Benchmark Construction
    ICLR 2025 ·
    Xiang Lisa Li
    ,
    Farzaan Kaiyom
    ,
    Evan Zheran Liu
    ,
    Yifan Mai
    , Percy Liang,
    Tatsunori Hashimoto
  6. BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Experiments
    ICLR 2025 ·
    Yusuf H. Roohani
    ,
    Andrew H. Lee
    ,
    Qian Huang
    ,
    Jian Vora
    ,
    Zachary Steinhart
    ,
    Kexin Huang
    ,
    Alexander Marson
    , Percy Liang,
    Jure Leskovec
  7. Blackbox Model Provenance via Palimpsestic Membership Inference
    NeurIPS 2025 ·
    Rohith Kuditipudi
    ,
    Jing Huang
    ,
    Sally Zhu
    ,
    Diyi Yang
    ,
    Christopher Potts
    , Percy Liang
  8. BountyBench: Dollar Impact of AI Agent Attackers and Defenders on Real-World Cybersecurity Systems
    NeurIPS 2025 ·
    Andy K. Zhang
    ,
    Joey Ji
    ,
    Celeste Menders
    ,
    Riya Dulepet
    ,
    Thomas Qin
    ,
    Ron Yifeng Wang
    ,
    Junrong Wu
    ,
    Kyleen Liao
    ,
    Jiliang Li
    ,
    Jinghan Hu
    ,
    Sara Hong
    ,
    Nardos Demilew
    ,
    Shivatmica Murgai
    ,
    Jason Tran
    ,
    Nishka Kacheria
    ,
    Ethan Ho
    ,
    Denis Liu
    ,
    Lauren McLane
    ,
    Olivia Bruvik
    ,
    Dai-Rong Han
    ,
    Seungwoo Kim
    ,
    Akhil Vyas
    ,
    Cuiyuanxiu Chen
    ,
    Ryan Li
    ,
    Weiran Xu
    ,
    Jonathan Z. Ye
    ,
    Prerit Choudhary
    ,
    Siddharth M. Bhatia
    ,
    Vikram Sivashankar
    ,
    Yuxuan Bao
    ,
    Dawn Song
    ,
    Dan Boneh
    ,
    Daniel E. Ho
    , Percy Liang
  9. Eliciting Language Model Behaviors with Investigator Agents
    ICML 2025 ·
    Xiang Lisa Li
    ,
    Neil Chowdhury
    ,
    Daniel D. Johnson
    ,
    Tatsunori Hashimoto
    , Percy Liang,
    Sarah Schwettmann
    ,
    Jacob Steinhardt
  10. Establishing Best Practices in Building Rigorous Agentic Benchmarks
    NeurIPS 2025 ·
    Yuxuan Zhu
    ,
    Tengjun Jin
    ,
    Yada Pruksachatkun
    ,
    Andy Zhang
    ,
    Shu Liu
    ,
    Sasha Cui
    ,
    Sayash Kapoor
    ,
    Shayne Longpre
    ,
    Kevin Meng
    ,
    Rebecca Weiss
    ,
    Fazl Barez
    ,
    Rahul Gupta
    ,
    Jwala Dhamala
    ,
    Jacob Merizian
    ,
    Mario Giulianelli
    ,
    Harry Coppock
    ,
    Cozmin Ududec
    ,
    Antony Kellermann
    ,
    Jasjeet S. Sekhon
    ,
    Jacob Steinhardt
    ,
    Sarah Schwettmann
    ,
    Arvind Narayanan
    ,
    Matei A. Zaharia
    ,
    Ion Stoica
    , Percy Liang,
    Daniel Kang
  11. Independence Tests for Language Models
    ICML 2025 ·
    Sally Zhu
    ,
    Ahmed M. Ahmed
    ,
    Rohith Kuditipudi
    , Percy Liang
  12. Language Models May Verbatim Complete Text They Were Not Explicitly Trained On
    ICML 2025 ·
    Ken Liu
    ,
    Christopher A. Choquette-Choo
    ,
    Matthew Jagielski
    ,
    Peter Kairouz
    ,
    Sanmi Koyejo
    , Percy Liang,
    Nicolas Papernot
  13. LawInstruct: A Resource for Studying Language Model Adaptation to the Legal Domain
    NAACL 2025 ·
    Joel Niklaus
    ,
    Lucia Zheng
    ,
    Arya D. McCarthy
    ,
    Christopher Hahn
    ,
    Brian M. Rosen
    ,
    Peter Henderson
    ,
    Daniel E. Ho
    ,
    Garrett Honke
    , Percy Liang,
    Christopher D. Manning
  14. MLE-Dojo: Interactive Environments for Empowering LLM Agents in Machine Learning Engineering
    NeurIPS 2025 ·
    Rushi Qiang
    ,
    Yuchen Zhuang
    ,
    Yinghao Li
    ,
    Dingu Sagar V. K
    ,
    Rongzhi Zhang
    ,
    Changhao Li
    ,
    Ian Wong
    ,
    Sherry Yang
    , Percy Liang,
    Chao Zhang
    ,
    Bo Dai
  15. Machine Unlearning Doesn't Do What You Think: Lessons for Generative AI Policy and Research
    NeurIPS 2025 ·
    A. Feder Cooper
    ,
    Christopher A. Choquette-Choo
    ,
    Miranda Bogen
    ,
    Kevin Klyman
    ,
    Matthew Jagielski
    ,
    Katja Filippova
    ,
    Ken Liu
    ,
    Alexandra Chouldechova
    ,
    Jamie Hayes
    ,
    Yangsibo Huang
    ,
    Eleni Triantafillou
    ,
    Peter Kairouz
    ,
    Nicole Mitchell
    ,
    Niloofar Mireshghallah
    ,
    Abigail Z. Jacobs
    ,
    James Grimmelmann
    ,
    Vitaly Shmatikov
    ,
    Christopher De Sa
    ,
    Ilia Shumailov
    ,
    Andreas Terzis
    ,
    Solon Barocas
    ,
    Jennifer Wortman Vaughan
    ,
    danah boyd
    ,
    Yejin Choi
    ,
    Sanmi Koyejo
    ,
    Fernando A. Delgado
    , Percy Liang,
    Daniel E. Ho
    ,
    Pamela Samuelson
    ,
    Miles Brundage
    ,
    David Bau
    ,
    Seth Neel
    ,
    Hanna M. Wallach
    ,
    Amy Cyphert
    ,
    Mark A. Lemley
    ,
    Nicolas Papernot
    ,
    Katherine Lee
  16. Model Equality Testing: Which Model is this API Serving?
    ICLR 2025 ·
    Irena Gao
    , Percy Liang,
    Carlos Guestrin
  17. On the Entropy Calibration of Language Models
    NeurIPS 2025 ·
    Steven Cao
    ,
    Gregory Valiant
    , Percy Liang
  18. Position: In-House Evaluation Is Not Enough. Towards Robust Third-Party Evaluation and Flaw Disclosure for General-Purpose AI
    ICML 2025 ·
    Shayne Longpre
    ,
    Kevin Klyman
    ,
    Ruth Elisabeth Appel
    ,
    Sayash Kapoor
    ,
    Rishi Bommasani
    ,
    Michelle Sahar
    ,
    Sean McGregor
    ,
    Avijit Ghosh
    ,
    Borhane Blili-Hamelin
    ,
    Nathan Butters
    ,
    Alondra Nelson
    ,
    Amit Elazari
    ,
    Andrew Sellars
    ,
    Casey John Ellis
    ,
    Dane Sherrets
    ,
    Dawn Song
    ,
    Harley Geiger
    ,
    Ilona Cohen
    ,
    Lauren McIlvenny
    ,
    Madhulika Srikumar
    ,
    Mark M. Jaycox
    ,
    Markus Anderljung
    ,
    Nadine Farid Johnson
    ,
    Nicholas Carlini
    ,
    Nicolas Miailhe
    ,
    Nik Marda
    ,
    Peter Henderson
    ,
    Rebecca S. Portnoff
    ,
    Rebecca Weiss
    ,
    Victoria Westerhoff
    ,
    Yacine Jernite
    ,
    Rumman Chowdhury
    , Percy Liang,
    Arvind Narayanan
  19. Position: Language model developers should report train-test overlap
    ICML 2025 ·
    Andy K. Zhang
    ,
    Kevin Klyman
    ,
    Yifan Mai
    ,
    Yoav Levine
    ,
    Yian Zhang
    ,
    Rishi Bommasani
    , Percy Liang
  20. Reliable and Efficient Amortized Model-based Evaluation
    ICML 2025 ·
    Sang T. Truong
    ,
    Yuheng Tu
    , Percy Liang,
    Bo Li
    ,
    Sanmi Koyejo
  21. Understanding Warmup-Stable-Decay Learning Rates: A River Valley Loss Landscape View
    ICLR 2025 ·
    Kaiyue Wen
    ,
    Zhiyuan Li
    ,
    Jason S. Wang
    ,
    David Leo Wright Hall
    , Percy Liang,
    Tengyu Ma
  22. s1: Simple test-time scaling
    EMNLP 2025 ·
    Niklas Muennighoff
    ,
    Zitong Yang
    ,
    Weijia Shi
    ,
    Xiang Lisa Li
    ,
    Li Fei-Fei
    ,
    Hannaneh Hajishirzi
    ,
    Luke Zettlemoyer
    , Percy Liang,
    Emmanuel J. Candès
    ,
    Tatsunori Hashimoto
  23. Benchmarking and Improving Generator-Validator Consistency of Language Models
    ICLR 2024 ·
    Xiang Lisa Li
    ,
    Vaishnavi Shrivastava
    ,
    Siyan Li
    ,
    Tatsunori Hashimoto
    , Percy Liang
  24. Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making
    NeurIPS 2024 ·
    Manling Li
    ,
    Shiyu Zhao
    ,
    Qineng Wang
    ,
    Kangrui Wang
    ,
    Yu Zhou
    ,
    Sanjana Srivastava
    ,
    Cem Gokmen
    ,
    Tony Lee
    ,
    Li Erran Li
    ,
    Ruohan Zhang
    ,
    Weiyu Liu
    , Percy Liang,
    Li Fei-Fei
    ,
    Jiayuan Mao
    ,
    Jiajun Wu
  25. Image2Struct: Benchmarking Structure Extraction for Vision-Language Models
    NeurIPS 2024 ·
    Josselin Somerville Roberts
    ,
    Tony Lee
    ,
    Chi Heem Wong
    ,
    Michihiro Yasunaga
    ,
    Yifan Mai
    , Percy Liang
  26. Large Language Models as Analogical Reasoners
    ICLR 2024 ·
    Michihiro Yasunaga
    ,
    Xinyun Chen
    ,
    Yujia Li
    ,
    Panupong Pasupat
    ,
    Jure Leskovec
    , Percy Liang,
    Ed H. Chi
    ,
    Denny Zhou
  27. MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation
    ICML 2024 ·
    Qian Huang
    ,
    Jian Vora
    , Percy Liang,
    Jure Leskovec
  28. MedAlign: A Clinician-Generated Dataset for Instruction Following with Electronic Medical Records
    AAAI 2024 ·
    Scott L. Fleming
    ,
    Alejandro Lozano
    ,
    William J. Haberkorn
    ,
    Jenelle A. Jindal
    ,
    Eduardo Pontes Reis
    ,
    Rahul Thapa
    ,
    Louis Blankemeier
    ,
    Julian Z. Genkins
    ,
    Ethan Steinberg
    ,
    Ashwin Nayak
    ,
    Birju S. Patel
    ,
    Chia-Chun Chiang
    ,
    Alison Callahan
    ,
    Zepeng Huo
    ,
    Sergios Gatidis
    ,
    Scott J. Adams
    ,
    Oluseyi Fayanju
    ,
    Shreya J. Shah
    ,
    Thomas Savage
    ,
    Ethan Goh
    ,
    Akshay S. Chaudhari
    ,
    Nima Aghaeepour
    ,
    Christopher D. Sharp
    ,
    Michael A. Pfeffer
    , Percy Liang,
    Jonathan H. Chen
    ,
    Keith E. Morse
    ,
    Emma P. Brunskill
    ,
    Jason A. Fries
    ,
    Nigam H. Shah
  29. On the Learnability of Watermarks for Language Models
    ICLR 2024 ·
    Chenchen Gu
    ,
    Xiang Lisa Li
    , Percy Liang,
    Tatsunori Hashimoto
  30. Position: A Safe Harbor for AI Evaluation and Red Teaming
    ICML 2024 ·
    Shayne Longpre
    ,
    Sayash Kapoor
    ,
    Kevin Klyman
    ,
    Ashwin Ramaswami
    ,
    Rishi Bommasani
    ,
    Borhane Blili-Hamelin
    ,
    Yangsibo Huang
    ,
    Aviya Skowron
    ,
    Zheng Xin Yong
    ,
    Suhas Kotha
    ,
    Yi Zeng
    ,
    Weiyan Shi
    ,
    Xianjun Yang
    ,
    Reid Southen
    ,
    Alexander Robey
    ,
    Patrick Chao
    ,
    Diyi Yang
    ,
    Ruoxi Jia
    ,
    Daniel Kang
    ,
    Sandy Pentland
    ,
    Arvind Narayanan
    , Percy Liang,
    Peter Henderson
  31. Position: On the Societal Impact of Open Foundation Models
    ICML 2024 ·
    Sayash Kapoor
    ,
    Rishi Bommasani
    ,
    Kevin Klyman
    ,
    Shayne Longpre
    ,
    Ashwin Ramaswami
    ,
    Peter Cihon
    ,
    Aspen K. Hopkins
    ,
    Kevin Bankston
    ,
    Stella Biderman
    ,
    Miranda Bogen
    ,
    Rumman Chowdhury
    ,
    Alex Engler
    ,
    Peter Henderson
    ,
    Yacine Jernite
    ,
    Seth Lazar
    ,
    Stefano Maffulli
    ,
    Alondra Nelson
    ,
    Joelle Pineau
    ,
    Aviya Skowron
    ,
    Dawn Song
    ,
    Victor Storchan
    ,
    Daniel Zhang
    ,
    Daniel E. Ho
    , Percy Liang,
    Arvind Narayanan
  32. Prismatic VLMs: Investigating the Design Space of Visually-Conditioned Language Models
    ICML 2024 ·
    Siddharth Karamcheti
    ,
    Suraj Nair
    ,
    Ashwin Balakrishna
    , Percy Liang,
    Thomas Kollar
    ,
    Dorsa Sadigh
  33. RedPajama: an Open Dataset for Training Large Language Models
    NeurIPS 2024 ·
    Maurice Weber
    ,
    Daniel Y. Fu
    ,
    Quentin Anthony
    ,
    Yonatan Oren
    ,
    Shane Adams
    ,
    Anton Alexandrov
    ,
    Xiaozhong Lyu
    ,
    Huu Nguyen
    ,
    Xiaozhe Yao
    ,
    Virginia Adams
    ,
    Ben Athiwaratkun
    ,
    Rahul Chalamala
    ,
    Kezhen Chen
    ,
    Max Ryabinin
    ,
    Tri Dao
    , Percy Liang,
    Christopher Ré
    ,
    Irina Rish
    ,
    Ce Zhang
  34. Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training
    ICLR 2024 ·
    Hong Liu
    ,
    Zhiyuan Li
    ,
    David Leo Wright Hall
    , Percy Liang,
    Tengyu Ma
  35. VHELM: A Holistic Evaluation of Vision Language Models
    NeurIPS 2024 ·
    Tony Lee
    ,
    Haoqin Tu
    ,
    Chi Heem Wong
    ,
    Wenhao Zheng
    ,
    Yiyang Zhou
    ,
    Yifan Mai
    ,
    Josselin Somerville Roberts
    ,
    Michihiro Yasunaga
    ,
    Huaxiu Yao
    ,
    Cihang Xie
    , Percy Liang