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Imitating Human Behaviour with Diffusion Models


Jan 25, 2023
Tim Pearce, Tabish Rashid, Anssi Kanervisto, Dave Bignell, Mingfei Sun, Raluca Georgescu, Sergio Valcarcel Macua, Shan Zheng Tan, Ida Momennejad, Katja Hofmann, Sam Devlin

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* ICLR 2023 
* Published in ICLR 2023 

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UniMASK: Unified Inference in Sequential Decision Problems


Nov 20, 2022
Micah Carroll, Orr Paradise, Jessy Lin, Raluca Georgescu, Mingfei Sun, David Bignell, Stephanie Milani, Katja Hofmann, Matthew Hausknecht, Anca Dragan, Sam Devlin

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* NeurIPS 2022 (Oral). A prior version was published at an ICML Workshop, available at arXiv:2204.13326 

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Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification


Jun 20, 2022
Massimiliano Patacchiola, John Bronskill, Aliaksandra Shysheya, Katja Hofmann, Sebastian Nowozin, Richard E. Turner

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Interactively Learning Preference Constraints in Linear Bandits


Jun 10, 2022
David Lindner, Sebastian Tschiatschek, Katja Hofmann, Andreas Krause

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* Accepted to International Conference on Machine Learning (ICML), 2022 

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Towards Flexible Inference in Sequential Decision Problems via Bidirectional Transformers


Apr 28, 2022
Micah Carroll, Jessy Lin, Orr Paradise, Raluca Georgescu, Mingfei Sun, David Bignell, Stephanie Milani, Katja Hofmann, Matthew Hausknecht, Anca Dragan, Sam Devlin

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Monotonic Improvement Guarantees under Non-stationarity for Decentralized PPO


Jan 31, 2022
Mingfei Sun, Sam Devlin, Katja Hofmann, Shimon Whiteson

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You May Not Need Ratio Clipping in PPO


Jan 31, 2022
Mingfei Sun, Vitaly Kurin, Guoqing Liu, Sam Devlin, Tao Qin, Katja Hofmann, Shimon Whiteson

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Deterministic and Discriminative Imitation (D2-Imitation): Revisiting Adversarial Imitation for Sample Efficiency


Dec 11, 2021
Mingfei Sun, Sam Devlin, Katja Hofmann, Shimon Whiteson

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* AAAI 2022 

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NeurIPS 2021 Competition IGLU: Interactive Grounded Language Understanding in a Collaborative Environment


Oct 15, 2021
Julia Kiseleva, Ziming Li, Mohammad Aliannejadi, Shrestha Mohanty, Maartje ter Hoeve, Mikhail Burtsev, Alexey Skrynnik, Artem Zholus, Aleksandr Panov, Kavya Srinet, Arthur Szlam, Yuxuan Sun, Katja Hofmann, Michel Galley, Ahmed Awadallah

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