Robuta

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