Subgoal Search For Complex Reasoning Tasks

25 August 2021

Papers citing "Subgoal Search For Complex Reasoning Tasks"

32 / 32 papers shown

Title
OptionZero: Planning with Learned Options Po-Wei Huang Pei-Chiun Peng Hung Guei Ti-Rong Wu 69 1 0 23 Feb 2025
What Matters in Hierarchical Search for Combinatorial Reasoning Problems? Michał Zawalski Gracjan Góral Michał Tyrolski Emilia Wisnios Franciszek Budrowski Marek Cygan Łukasz Kuciński Piotr Miłoś 52 0 0 05 Jun 2024
Landmark-Guided Subgoal Generation in Hierarchical Reinforcement Learning Junsup Kim Younggyo Seo Jinwoo Shin 44 59 0 26 Oct 2021
Goal-Conditioned Reinforcement Learning with Imagined Subgoals Elliot Chane-Sane Cordelia Schmid Ivan Laptev 35 143 0 01 Jul 2021
Discovery of Options via Meta-Learned Subgoals Vivek Veeriah Tom Zahavy Matteo Hessel Zhongwen Xu Junhyuk Oh Iurii Kemaev H. V. Hasselt David Silver Satinder Singh 34 32 0 12 Feb 2021
World Model as a Graph: Learning Latent Landmarks for Planning Lunjun Zhang Ge Yang Bradly C. Stadie DRL 33 73 0 25 Nov 2020
On the role of planning in model-based deep reinforcement learning Jessica B. Hamrick A. Friesen Feryal M. P. Behbahani A. Guez Fabio Viola Sims Witherspoon Thomas W. Anthony Lars Buesing Petar Velickovic T. Weber OffRL 34 65 0 08 Nov 2020
INT: An Inequality Benchmark for Evaluating Generalization in Theorem Proving Yuhuai Wu Albert Qiaochu Jiang Jimmy Ba Roger C. Grosse AIMat 42 55 0 06 Jul 2020
Long-Horizon Visual Planning with Goal-Conditioned Hierarchical Predictors Karl Pertsch Oleh Rybkin F. Ebert Chelsea Finn Dinesh Jayaraman Sergey Levine 27 72 0 23 Jun 2020
Divide-and-Conquer Monte Carlo Tree Search For Goal-Directed Planning Giambattista Parascandolo Lars Buesing J. Merel Leonard Hasenclever John Aslanides Jessica B. Hamrick N. Heess Alexander Neitz T. Weber 22 31 0 23 Apr 2020
Hallucinative Topological Memory for Zero-Shot Visual Planning Kara Liu Thanard Kurutach Christine Tung Pieter Abbeel Aviv Tamar 41 48 0 27 Feb 2020
Multilingual Denoising Pre-training for Neural Machine Translation Yinhan Liu Jiatao Gu Naman Goyal Xian Li Sergey Edunov Marjan Ghazvininejad M. Lewis Luke Zettlemoyer AI4CE AIMat 88 1,786 0 22 Jan 2020
Uncertainty-sensitive Learning and Planning with Ensembles Piotr Milo's Lukasz Kuciñski K. Czechowski Piotr Kozakowski Maciek Klimek OffRL 23 8 0 19 Dec 2019
Planning with Goal-Conditioned Policies Soroush Nasiriany Vitchyr H. Pong Steven Lin Sergey Levine OffRL 89 218 0 19 Nov 2019
Learning from Trajectories via Subgoal Discovery S. Paul J. Baar Amit K. Roy-Chowdhury 98 48 0 03 Nov 2019
Dynamics Learning with Cascaded Variational Inference for Multi-Step Manipulation Kuan Fang Yuke Zhu Animesh Garg Silvio Savarese Li Fei-Fei DRL 28 47 0 29 Oct 2019
Variational Temporal Abstraction Taesup Kim Sungjin Ahn Yoshua Bengio DRL 57 65 0 02 Oct 2019
Hierarchical Foresight: Self-Supervised Learning of Long-Horizon Tasks via Visual Subgoal Generation Suraj Nair Chelsea Finn VGen 40 138 0 12 Sep 2019
Keyframing the Future: Keyframe Discovery for Visual Prediction and Planning Karl Pertsch Oleh Rybkin Jingyun Yang Shenghao Zhou Konstantinos G. Derpanis Kostas Daniilidis Joseph J. Lim Andrew Jaegle VGen 59 24 0 11 Apr 2019
An investigation of model-free planning A. Guez M. Berk Mirza Karol Gregor Rishabh Kabra S. Racanière ... Laurent Orseau Tom Eccles Greg Wayne David Silver Timothy Lillicrap OffRL 46 111 0 11 Jan 2019
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 120 1,367 0 15 Nov 2018
Time-Agnostic Prediction: Predicting Predictable Video Frames Dinesh Jayaraman F. Ebert Alexei A. Efros Sergey Levine 46 93 0 23 Aug 2018
Learning Plannable Representations with Causal InfoGAN Thanard Kurutach Aviv Tamar Ge Yang Stuart J. Russell Pieter Abbeel GAN DRL 38 180 0 24 Jul 2018
Semi-parametric Topological Memory for Navigation Nikolay Savinov Alexey Dosovitskiy V. Koltun 29 379 0 01 Mar 2018
Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm David Silver Thomas Hubert Julian Schrittwieser Ioannis Antonoglou Matthew Lai ... D. Kumaran T. Graepel Timothy Lillicrap Karen Simonyan Demis Hassabis 79 1,755 0 05 Dec 2017
Intention-Net: Integrating Planning and Deep Learning for Goal-Directed Autonomous Navigation Wei Gao David Hsu Wee Sun Lee Shengmei Shen K. Subramanian 39 116 0 16 Oct 2017
Imagination-Augmented Agents for Deep Reinforcement Learning T. Weber S. Racanière David P. Reichert Lars Buesing A. Guez ... Razvan Pascanu Peter W. Battaglia Demis Hassabis David Silver Daan Wierstra LM&Ro 61 552 0 19 Jul 2017
Hindsight Experience Replay Marcin Andrychowicz Dwight Crow Alex Ray Jonas Schneider Rachel Fong Peter Welinder Bob McGrew Joshua Tobin Pieter Abbeel Wojciech Zaremba OffRL 213 2,307 0 05 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 223 129,831 0 12 Jun 2017
Automatic Goal Generation for Reinforcement Learning Agents Carlos Florensa David Held Xinyang Geng Pieter Abbeel 85 506 0 17 May 2017
Classical Planning in Deep Latent Space: Bridging the Subsymbolic-Symbolic Boundary Masataro Asai A. Fukunaga 87 171 0 29 Apr 2017
FeUdal Networks for Hierarchical Reinforcement Learning A. Vezhnevets Simon Osindero Tom Schaul N. Heess Max Jaderberg David Silver Koray Kavukcuoglu FedML 60 902 0 03 Mar 2017