Beck, Jacob

9 publications

FnTML 2025 A Tutorial on Meta-Reinforcement Learning Jacob Beck, Risto Vuorio, Evan Zheran Liu, Zheng Xiong, Luisa M. Zintgraf, Chelsea Finn, Shimon Whiteson

ICLRW 2025 Cracking the Code: Evaluating Zero-Shot Prompting Methods for Providing Programming Feedback Niklas Ippisch, Anna-Carolina Haensch, Markus Herklotz, Jan Simson, Jacob Beck, Malte Schierholz

ICLR 2025 Metalic: Meta-Learning In-Context with Protein Language Models Jacob Beck, Shikha Surana, Manus McAuliffe, Oliver Bent, Thomas D Barrett, Juan Jose Garau-Luis, Paul Duckworth

ICML 2024 Distilling Morphology-Conditioned Hypernetworks for Efficient Universal Morphology Control Zheng Xiong, Risto Vuorio, Jacob Beck, Matthieu Zimmer, Kun Shao, Shimon Whiteson

NeurIPSW 2024 Metalic: Meta-Learning In-Context with Protein Language Models Jacob Beck, Shikha Surana, Manus McAuliffe, Oliver Bent, Thomas D Barrett, Juan Jose Garau-Luis, Paul Duckworth

NeurIPS 2023 Recurrent Hypernetworks Are Surprisingly Strong in Meta-RL Jacob Beck, Risto Vuorio, Zheng Xiong, Shimon Whiteson

ICML 2023 Universal Morphology Control via Contextual Modulation Zheng Xiong, Jacob Beck, Shimon Whiteson

CoRL 2022 Hypernetworks in Meta-Reinforcement Learning Jacob Beck, Matthew Thomas Jackson, Risto Vuorio, Shimon Whiteson

ICLR 2020 AMRL: Aggregated Memory for Reinforcement Learning Jacob Beck, Kamil Ciosek, Sam Devlin, Sebastian Tschiatschek, Cheng Zhang, Katja Hofmann