Portfolio item number 1
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Published in Preprint, 2023
MineCraft Universe (MCU) benchmark for evaluating generalist agents in open-world environments.
Recommended citation: X. Zheng, H. Lin, K. He, Z. Wang, Z. Zheng, Q. Fu, H. Fu, and Y. Liang. (2023). "Towards Evaluating Generalist Agents: An Automated Benchmark in Open World." Preprint.
Published in IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2024
IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2024.
Recommended citation: W. Chen, X. Han, Y. Lin, K. He, R. Xie, J. Zhou, Z. Liu, and M. Sun. (2024). "Hyperbolic Pre-Trained Language Model." IEEE/ACM Transactions on Audio, Speech, and Language Processing.
Published in OpenReview preprint, 2024
OpenReview preprint on training open-ended policies with video-prompt instructions and reinforcement learning.
Recommended citation: K. He, B. Zhang, Z. Wang, S. Cai, Q. Fu, H. Fu, A. Liu, and Y. Liang. (2024). "Training Open-ended Policies to follow Video-prompt Instructions with Reinforcement Learning." OpenReview preprint.
Published in arXiv preprint arXiv:2412.18293, 2024
arXiv preprint arXiv:2412.18293. Cited by 2.
Recommended citation: S. Cai, Z. Mu, K. He, B. Zhang, X. Zheng, A. Liu, and Y. Liang. (2024). "Minestudio: A streamlined package for minecraft ai agent development." arXiv preprint arXiv:2412.18293.
Published in Findings of the Association for Computational Linguistics (ACL Findings), 2025
ACL Findings 2025.
Recommended citation: M. Li, Z. Wang, K. He, X. Ma, and Y. Liang. (2025). "JARVIS-VLA: Post-Training Large-Scale Vision Language Models to Play Visual Games with Keyboards and Mouse." Findings of the Association for Computational Linguistics (ACL Findings).
Published in International Conference on Machine Learning (ICML), 2025
ICML 2025 Spotlight.
Recommended citation: X. Zheng, H. Lin, K. He, Z. Wang, Q. Fu, H. Fu, Z. Zheng, and Y. Liang. (2025). "MCU: An Evaluation Framework for Open-Ended Game Agents." International Conference on Machine Learning (ICML). Spotlight.
Published in International Conference on Machine Learning (ICML), 2026
ICML 2026.
Recommended citation: Z. Wang, M. Li, K. He, X. Wang, Z. Mu, M. Liu, A. Liu, and Y. Liang. (2026). "OpenHA: A Series of Open-Source Hierarchical Agentic Models in Minecraft." International Conference on Machine Learning (ICML).
Published in International Conference on Machine Learning (ICML), 2026
ICML 2026.
Recommended citation: Z. Wang, M. Li, K. He, H. Lin, X. Ma, A. Liu, and Y. Liang. (2026). "DeepHA: Scaling Action Chains Elicits Deep Hierarchical Agents." International Conference on Machine Learning (ICML).
Published in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
CVPR 2026 Highlight.
Recommended citation: K. He, Z. Wang, M. Li, A. Liu, and Y. Liang. (2026). "CrossAgent: Bridging Cross-level Actions into One Agentic Model via Reinforcement Learning." IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Highlight.
Published:
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Published:
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Undergraduate course, University 1, Department, 2014
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Workshop, University 1, Department, 2015
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