https://openreview.net/forum?id=5KCvuCYGi7G
Subgoal Search For Complex Reasoning Tasks | OpenReview
We propose a hierarchical search method for complex reasoning domains, based on learned subgoal generator.
search forsubgoalcomplexreasoningtasks
https://jmlr.org/papers/v25/24-0040.html
Goal-Space Planning with Subgoal Models
space planninggoalmodels
https://arxiv.org/abs/2506.21039
[2506.21039] Strict Subgoal Execution: Reliable Long-Horizon Planning in Hierarchical Reinforcement...
Abstract page for arXiv paper 2506.21039: Strict Subgoal Execution: Reliable Long-Horizon Planning in Hierarchical Reinforcement Learning
https://openreview.net/forum?id=H1gzR2VKDH
Hierarchical Foresight: Self-Supervised Learning of Long-Horizon Tasks via Visual Subgoal...
Hierarchical visual foresight learns to generate visual subgoals that break down long-horizon tasks into subtasks, using only self-supervision.
self supervised learning
https://openreview.net/forum?id=IWhFd34QSSj
Landmark-Guided Subgoal Generation in Hierarchical Reinforcement Learning | OpenReview
We train a high-level policy to generate a subgoal guided by landmarks, promising states to explore, in hierarchical reinforcement learning.
reinforcement learninglandmarkguidedsubgoalgeneration
https://openreview.net/forum?id=NzeMo4RRoC
GHIL-Glue: Hierarchical Control with Filtered Subgoal Images | OpenReview
Image and video generative models that are pre-trained on Internet scale data can increase the generalization capacity of robot learning systems. These models...
hierarchical controlghilgluefilteredsubgoal
https://openreview.net/forum?id=sNuFKTMktcY
Active Hierarchical Exploration with Stable Subgoal Representation Learning | OpenReview
Goal-conditioned hierarchical reinforcement learning (GCHRL) provides a promising approach to solving long-horizon tasks. Recently, its success has been...
representation learningactivehierarchicalexplorationstable