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Aleksandra Faust

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Multi-Agent Reinforcement Learning for Microprocessor Design Space Exploration

Nov 29, 2022
Srivatsan Krishnan, Natasha Jaques, Shayegan Omidshafiei, Dan Zhang, Izzeddin Gur, Vijay Janapa Reddi, Aleksandra Faust

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CLUTR: Curriculum Learning via Unsupervised Task Representation Learning

Oct 19, 2022
Abdus Salam Azad, Izzeddin Gur, Aleksandra Faust, Pieter Abbeel, Ion Stoica

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Understanding HTML with Large Language Models

Oct 08, 2022
Izzeddin Gur, Ofir Nachum, Yingjie Miao, Mustafa Safdari, Austin Huang, Aakanksha Chowdhery, Sharan Narang, Noah Fiedel, Aleksandra Faust

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Fast Inference and Transfer of Compositional Task Structures for Few-shot Task Generalization

May 25, 2022
Sungryull Sohn, Hyunjae Woo, Jongwook Choi, lyubing qiang, Izzeddin Gur, Aleksandra Faust, Honglak Lee

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Tiny Robot Learning: Challenges and Directions for Machine Learning in Resource-Constrained Robots

May 11, 2022
Sabrina M. Neuman, Brian Plancher, Bardienus P. Duisterhof, Srivatsan Krishnan, Colby Banbury, Mark Mazumder, Shvetank Prakash, Jason Jabbour, Aleksandra Faust, Guido C. H. E. de Croon, Vijay Janapa Reddi

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Roofline Model for UAVs: A Bottleneck Analysis Tool for Onboard Compute Characterization of Autonomous Unmanned Aerial Vehicles

Apr 22, 2022
Srivatsan Krishnan, Zishen Wan, Kshitij Bhardwaj, Ninad Jadhav, Aleksandra Faust, Vijay Janapa Reddi

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Multi-objective evolution for Generalizable Policy Gradient Algorithms

Apr 08, 2022
Juan Jose Garau-Luis, Yingjie Miao, John D. Co-Reyes, Aaron Parisi, Jie Tan, Esteban Real, Aleksandra Faust

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Environment Generation for Zero-Shot Compositional Reinforcement Learning

Jan 21, 2022
Izzeddin Gur, Natasha Jaques, Yingjie Miao, Jongwook Choi, Manoj Tiwari, Honglak Lee, Aleksandra Faust

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Automated Reinforcement Learning (AutoRL): A Survey and Open Problems

Jan 11, 2022
Jack Parker-Holder, Raghu Rajan, Xingyou Song, André Biedenkapp, Yingjie Miao, Theresa Eimer, Baohe Zhang, Vu Nguyen, Roberto Calandra, Aleksandra Faust, Frank Hutter, Marius Lindauer

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Visual Learning-based Planning for Continuous High-Dimensional POMDPs

Dec 17, 2021
Sampada Deglurkar, Michael H. Lim, Johnathan Tucker, Zachary N. Sunberg, Aleksandra Faust, Claire J. Tomlin

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