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作者

Pieter Abbeel

Robotics

至 收录 415
2302.02676 2023-10-19 cs.LG cs.CL

Chain of Hindsight Aligns Language Models with Feedback

Hao Liu, Carmelo Sferrazza, Pieter Abbeel

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2306.10190 2023-10-18 cs.CV cs.AI cs.LG cs.RO

ALP: Action-Aware Embodied Learning for Perception

Xinran Liang, Anthony Han, Wilson Yan, Aditi Raghunathan, Pieter Abbeel

Comments project website available at https://xinranliang.github.io/alp/

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2310.10625 2023-10-17 cs.CV cs.AI cs.LG cs.RO

Video Language Planning

Yilun Du, Mengjiao Yang, Pete Florence, Fei Xia, Ayzaan Wahid, Brian Ichter, Pierre Sermanet, Tianhe Yu, Pieter Abbeel, Joshua B. Tenenbaum, Leslie Kaelbling, Andy Zeng, Jonathan Tompson

Comments https://video-language-planning.github.io/

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2309.13942 2023-09-26 cs.CV cs.MM cs.SD eess.AS

Speed Co-Augmentation for Unsupervised Audio-Visual Pre-training

Jiangliu Wang, Jianbo Jiao, Yibing Song, Stephen James, Zhan Tong, Chongjian Ge, Pieter Abbeel, Yun-hui Liu

Comments Published at the CVPR 2023 Sight and Sound workshop

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2302.06692 2023-09-18 cs.LG cs.AI cs.CL

Guiding Pretraining in Reinforcement Learning with Large Language Models

Yuqing Du, Olivia Watkins, Zihan Wang, Cédric Colas, Trevor Darrell, Pieter Abbeel, Abhishek Gupta, Jacob Andreas

Comments ICML 2023

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2308.16893 2023-09-01 cs.RO cs.AI cs.CV cs.LG

Language-Conditioned Path Planning

Amber Xie, Youngwoon Lee, Pieter Abbeel, Stephen James

Comments Conference on Robot Learning, 2023

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2305.19370 2023-08-30 cs.CL cs.LG

Blockwise Parallel Transformer for Large Context Models

Hao Liu, Pieter Abbeel

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2308.12270 2023-08-24 cs.LG cs.AI

Language Reward Modulation for Pretraining Reinforcement Learning

Ademi Adeniji, Amber Xie, Carmelo Sferrazza, Younggyo Seo, Stephen James, Pieter Abbeel

Comments Code available at https://github.com/ademiadeniji/lamp

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2308.06036 2023-08-14 cs.RO cs.SY eess.SY

The Impact of Overall Optimization on Warehouse Automation

Hiroshi Yoshitake, Pieter Abbeel

Comments 8 pages, 4 figures, accepted at International Conference on Intelligent Robots and Systems (IROS2023)

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2308.00091 2023-08-02 cs.RO cs.CV cs.LG

Convolutional Occupancy Models for Dense Packing of Complex, Novel Objects

Nikhil Mishra, Pieter Abbeel, Xi Chen, Maximilian Sieb

Comments In IROS 2023. Code and dataset are available at https://sites.google.com/view/fcon-packing/

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2306.00942 2023-07-04 cs.RO cs.AI cs.CV cs.LG

Train Offline, Test Online: A Real Robot Learning Benchmark

Gaoyue Zhou, Victoria Dean, Mohan Kumar Srirama, Aravind Rajeswaran, Jyothish Pari, Kyle Hatch, Aryan Jain, Tianhe Yu, Pieter Abbeel, Lerrel Pinto, Chelsea Finn, Abhinav Gupta

Comments Accepted to ICRA 2023

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2306.12554 2023-06-23 cs.LG cs.AI

Improving Long-Horizon Imitation Through Instruction Prediction

Joey Hejna, Pieter Abbeel, Lerrel Pinto

Comments Published at AAAI 2023

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2302.05103 2023-06-06 cs.RO cs.AI cs.LG

Controllability-Aware Unsupervised Skill Discovery

Seohong Park, Kimin Lee, Youngwoon Lee, Pieter Abbeel

Comments ICML 2023

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2306.01872 2023-06-06 cs.AI

Probabilistic Adaptation of Text-to-Video Models

Mengjiao Yang, Yilun Du, Bo Dai, Dale Schuurmans, Joshua B. Tenenbaum, Pieter Abbeel

Comments Project website https://video-adapter.github.io/. First two authors contributed equally

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2302.09450 2023-06-02 cs.RO cs.AI cs.SY eess.SY

Robust and Versatile Bipedal Jumping Control through Reinforcement Learning

Zhongyu Li, Xue Bin Peng, Pieter Abbeel, Sergey Levine, Glen Berseth, Koushil Sreenath

Comments Accepted in Robotics: Science and Systems 2023 (RSS 2023). The accompanying video is at https://youtu.be/aAPSZ2QFB-E

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2210.02396 2023-06-02 cs.CV cs.AI cs.LG

Temporally Consistent Transformers for Video Generation

Wilson Yan, Danijar Hafner, Stephen James, Pieter Abbeel

Comments Project website: https://wilson1yan.github.io/teco

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2302.02408 2023-06-01 cs.RO cs.CV cs.LG

Multi-View Masked World Models for Visual Robotic Manipulation

Younggyo Seo, Junsu Kim, Stephen James, Kimin Lee, Jinwoo Shin, Pieter Abbeel

Comments Accepted to ICML 2023. First two authors contributed equally. Project webpage: https://sites.google.com/view/mv-mwm

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2305.14343 2023-05-31 cs.LG cs.AI cs.CV

Video Prediction Models as Rewards for Reinforcement Learning

Alejandro Escontrela, Ademi Adeniji, Wilson Yan, Ajay Jain, Xue Bin Peng, Ken Goldberg, Youngwoon Lee, Danijar Hafner, Pieter Abbeel

Comments 22 pages, 18 figures, 4 tables. under review

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2211.12740 2023-05-30 cs.LG cs.AI

Masked Autoencoding for Scalable and Generalizable Decision Making

Fangchen Liu, Hao Liu, Aditya Grover, Pieter Abbeel

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2206.14244 2023-05-30 cs.RO cs.AI cs.CV cs.LG

Masked World Models for Visual Control

Younggyo Seo, Danijar Hafner, Hao Liu, Fangchen Liu, Stephen James, Kimin Lee, Pieter Abbeel

Comments Project website: https://sites.google.com/view/mwm-rl. Accepted to CoRL 2022

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2305.16554 2023-05-29 cs.LG

Emergent Agentic Transformer from Chain of Hindsight Experience

Hao Liu, Pieter Abbeel

Comments International Conference on Machine Learning (ICML) 2023

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2210.07426 2023-05-29 cs.LG cs.AI cs.RO

Skill-Based Reinforcement Learning with Intrinsic Reward Matching

Ademi Adeniji, Amber Xie, Pieter Abbeel

Comments 16 pages

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2305.15717 2023-05-26 cs.CL

The False Promise of Imitating Proprietary LLMs

Arnav Gudibande, Eric Wallace, Charlie Snell, Xinyang Geng, Hao Liu, Pieter Abbeel, Sergey Levine, Dawn Song

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2305.06305 2023-05-11 cs.CV cs.AI cs.RO

Self-Supervised Instance Segmentation by Grasping

YuXuan Liu, Xi Chen, Pieter Abbeel

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2305.02968 2023-05-05 cs.LG cs.AI

Masked Trajectory Models for Prediction, Representation, and Control

Philipp Wu, Arjun Majumdar, Kevin Stone, Yixin Lin, Igor Mordatch, Pieter Abbeel, Aravind Rajeswaran

Comments Accepted for publication at ICML 2023. Project webpage: https://wuphilipp.github.io/mtm/

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2305.01910 2023-05-04 cs.CV cs.AI cs.RO

Distributional Instance Segmentation: Modeling Uncertainty and High Confidence Predictions with Latent-MaskRCNN

YuXuan Liu, Nikhil Mishra, Pieter Abbeel, Xi Chen

Comments In ICRA 2023. Code and dataset are available at https://segm.yuxuanliu.com/

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2106.10365 2023-03-30 cs.LG cs.AI

Scenic4RL: Programmatic Modeling and Generation of Reinforcement Learning Environments

Abdus Salam Azad, Edward Kim, Qiancheng Wu, Kimin Lee, Ion Stoica, Pieter Abbeel, Sanjit A. Seshia

Comments First two authors contributed equally. The final version of this paper is accepted at Proceedings of the AAAI Conference on Artificial Intelligence, 36(6), 6028-6036. https://doi.org/10.1609/aaai.v36i6.20549

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2210.13431 2023-03-28 cs.CV cs.RO

Instruction-Following Agents with Multimodal Transformer

Hao Liu, Lisa Lee, Kimin Lee, Pieter Abbeel

Comments fixed a typo in affiliation

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2303.04129 2023-03-08 cs.AI cs.LG

Foundation Models for Decision Making: Problems, Methods, and Opportunities

Sherry Yang, Ofir Nachum, Yilun Du, Jason Wei, Pieter Abbeel, Dale Schuurmans

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2303.00957 2023-03-03 cs.LG cs.AI cs.RO

Preference Transformer: Modeling Human Preferences using Transformers for RL

Changyeon Kim, Jongjin Park, Jinwoo Shin, Honglak Lee, Pieter Abbeel, Kimin Lee

Comments Project website: https://sites.google.com/view/preference-transformer. Accepted to ICLR 2023

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