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Universal Value Density Estimation for Imitation Learning and
  Goal-Conditioned Reinforcement Learning

Universal Value Density Estimation for Imitation Learning and Goal-Conditioned Reinforcement Learning

15 February 2020
Yannick Schroecker
Charles Isbell
    OffRL
ArXiv (abs)PDFHTML

Papers citing "Universal Value Density Estimation for Imitation Learning and Goal-Conditioned Reinforcement Learning"

12 / 12 papers shown
Decision Flow Policy Optimization
Decision Flow Policy Optimization
Jifeng Hu
Sili Huang
Siyuan Guo
Zhaogeng Liu
Li Shen
Lichao Sun
Hechang Chen
Yi-Ju Chang
Dacheng Tao
375
0
0
26 May 2025
A Single Goal is All You Need: Skills and Exploration Emerge from
  Contrastive RL without Rewards, Demonstrations, or Subgoals
A Single Goal is All You Need: Skills and Exploration Emerge from Contrastive RL without Rewards, Demonstrations, or SubgoalsInternational Conference on Learning Representations (ICLR), 2024
Grace Liu
Michael Tang
Benjamin Eysenbach
OffRL
439
15
0
11 Aug 2024
Inference via Interpolation: Contrastive Representations Provably Enable Planning and Inference
Inference via Interpolation: Contrastive Representations Provably Enable Planning and Inference
Benjamin Eysenbach
Vivek Myers
Ruslan Salakhutdinov
Sergey Levine
AI4TS
823
19
0
06 Mar 2024
A Coupled Flow Approach to Imitation Learning
A Coupled Flow Approach to Imitation LearningInternational Conference on Machine Learning (ICML), 2023
G. Freund
Elad Sarafian
Sarit Kraus
OOD
224
16
0
29 Apr 2023
Hypernetworks for Zero-shot Transfer in Reinforcement Learning
Hypernetworks for Zero-shot Transfer in Reinforcement LearningAAAI Conference on Artificial Intelligence (AAAI), 2022
S. Rezaei-Shoshtari
Charlotte Morissette
F. Hogan
Gregory Dudek
David Meger
OffRL
264
23
0
28 Nov 2022
Goal-Conditioned Q-Learning as Knowledge Distillation
Goal-Conditioned Q-Learning as Knowledge DistillationAAAI Conference on Artificial Intelligence (AAAI), 2022
Alexander Levine
Soheil Feizi
OffRL
426
4
0
28 Aug 2022
How Far I'll Go: Offline Goal-Conditioned Reinforcement Learning via
  $f$-Advantage Regression
How Far I'll Go: Offline Goal-Conditioned Reinforcement Learning via fff-Advantage RegressionNeural Information Processing Systems (NeurIPS), 2022
Yecheng Jason Ma
Jason Yan
Dinesh Jayaraman
Osbert Bastani
OffRL
332
78
0
07 Jun 2022
C-Planning: An Automatic Curriculum for Learning Goal-Reaching Tasks
C-Planning: An Automatic Curriculum for Learning Goal-Reaching TasksInternational Conference on Learning Representations (ICLR), 2021
Tianjun Zhang
Benjamin Eysenbach
Ruslan Salakhutdinov
Sergey Levine
Joseph E. Gonzalez
OffRL
247
18
0
22 Oct 2021
Outcome-Driven Reinforcement Learning via Variational Inference
Outcome-Driven Reinforcement Learning via Variational InferenceNeural Information Processing Systems (NeurIPS), 2021
Tim G. J. Rudner
Vitchyr H. Pong
R. McAllister
Y. Gal
Sergey Levine
328
23
0
20 Apr 2021
Actionable Models: Unsupervised Offline Reinforcement Learning of
  Robotic Skills
Actionable Models: Unsupervised Offline Reinforcement Learning of Robotic SkillsInternational Conference on Machine Learning (ICML), 2021
Yevgen Chebotar
Karol Hausman
Yao Lu
Ted Xiao
Dmitry Kalashnikov
...
A. Irpan
Benjamin Eysenbach
Ryan Julian
Chelsea Finn
Sergey Levine
SSLOffRL
410
171
0
15 Apr 2021
Counterfactual Data Augmentation using Locally Factored Dynamics
Counterfactual Data Augmentation using Locally Factored Dynamics
Silviu Pitis
Elliot Creager
Animesh Garg
BDLOffRL
310
112
0
06 Jul 2020
Off-Dynamics Reinforcement Learning: Training for Transfer with Domain
  Classifiers
Off-Dynamics Reinforcement Learning: Training for Transfer with Domain ClassifiersInternational Conference on Learning Representations (ICLR), 2020
Benjamin Eysenbach
Swapnil Asawa
Shreyas Chaudhari
Sergey Levine
Ruslan Salakhutdinov
457
120
0
24 Jun 2020
1
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