Gerstgrasser, Matthias

12 publications

ICML 2025 Collapse or Thrive: Perils and Promises of Synthetic Data in a Self-Generating World Joshua Kazdan, Rylan Schaeffer, Apratim Dey, Matthias Gerstgrasser, Rafael Rafailov, David L. Donoho, Sanmi Koyejo

NeurIPS 2025 Position: Machine Learning Conferences Should Establish a "Refutations and Critiques" Track Rylan Schaeffer, Joshua Kazdan, Yegor Denisov-Blanch, Brando Miranda, Matthias Gerstgrasser, Susan Zhang, Andreas Haupt, Isha Gupta, Elyas Obbad, Jesse Dodge, Jessica Zosa Forde, Francesco Orabona, Sanmi Koyejo, David L. Donoho

NeurIPSW 2024 Accumulating Data Avoids Model Collapse Joshua Kazdan, Apratim Dey, Rylan Schaeffer, Matthias Gerstgrasser, Rafael Rafailov, David L. Donoho, Sanmi Koyejo

ICMLW 2024 Is Model Collapse Inevitable? Breaking the Curse of Recursion by Accumulating Real and Synthetic Data Matthias Gerstgrasser, Rylan Schaeffer, Apratim Dey, Rafael Rafailov, Tomasz Korbak, Henry Sleight, Rajashree Agrawal, John Hughes, Dhruv Bhandarkar Pai, Andrey Gromov, Dan Roberts, Diyi Yang, David L. Donoho, Sanmi Koyejo

ICML 2023 Oracles & Followers: Stackelberg Equilibria in Deep Multi-Agent Reinforcement Learning Matthias Gerstgrasser, David C. Parkes

NeurIPSW 2023 Oracles & Followers: Stackelberg Equilibria in Deep Multi-Agent Reinforcement Learning Matthias Gerstgrasser, David C. Parkes

NeurIPS 2023 Selectively Sharing Experiences Improves Multi-Agent Reinforcement Learning Matthias Gerstgrasser, Tom Danino, Sarah Keren

ICLR 2022 CrowdPlay: Crowdsourcing Human Demonstrations for Offline Learning Matthias Gerstgrasser, Rakshit Trivedi, David C. Parkes

NeurIPSW 2022 Meta-RL for Multi-Agent RL: Learning to Adapt to Evolving Agents Matthias Gerstgrasser, David C. Parkes

NeurIPSW 2022 Selectively Sharing Experiences Improves Multi-Agent Reinforcement Learning Matthias Gerstgrasser, Tom Danino, Sarah Keren

AAAI 2021 Reinforcement Learning of Sequential Price Mechanisms Gianluca Brero, Alon Eden, Matthias Gerstgrasser, David C. Parkes, Duncan Rheingans-Yoo

AAAI 2019 Multi-Unit Bilateral Trade Matthias Gerstgrasser, Paul W. Goldberg, Bart de Keijzer, Philip Lazos, Alexander Skopalik