Reinforcement Learning

Figure It Out: Improve the Frontier of Reasoning with Executable Visual States ACL 2026 Fine-Mem: Fine-Grained Feedback Alignment for Long-Horizon Memory Management ACL 2026 Finite-Sample Regret Analysis of Nash Q-Learning with Random-Feature Approximation UAI 2026 Foundations of Safe Online Reinforcement Learning in the Linear Quadratic Regulator: √T-Regret L4DC 2026 From Data-Centric to Sample-Centric: Enhancing LLM Reasoning via Progressive Optimization ACL 2026 From Failure to Feedback: Group Revision Unlocks Hard Cases in Object-Level Grounding CVPR 2026 From Language to Driving: A Dual-Loop SLM-Enhanced Framework for Multi-Planner Scheduling via a Domain-Specific Language ACL 2026 From Off-Policy to On-Policy: Enhancing GUI Agents via Bi-level Expert-to-Policy Assimilation ACL 2026 From Pairs to Sequences: Track-Aware Policy Gradients for Keypoint Detection CVPR 2026 From Pixels to Policies: Reinforcing Spatial Reasoning in Language Models for Content-Aware Layout Design ACL 2026 From Short Video to Clickable Search: RLVR-Enabled Listwise Query Suggestion with Retrieval-Augmented Context ACL 2026 From Word to World: Can Large Language Models be Implicit Text-based World Models? ACL 2026 FusionAgent: A Multimodal Agent with Dynamic Model Selection for Human Recognition CVPR 2026 G2RPO-A: Guided Group Relative Policy Optimization with Adaptive Guidance ACL 2026 General Process Reward Modeling for Robotic Reinforcement Learning CVPR 2026 GeoAgent: Learning to Geolocate Everywhere with Reinforced Geographic Characteristics CVPR 2026 GeoRA: Geometry-Aware Low-Rank Adaptation for RLVR ACL 2026 Global Convergence of Average Reward Constrained MDPs with Neural Critic and General Policy Parameterization UAI 2026 Goal-Driven Reward by Video Diffusion Models for Reinforcement Learning CVPR 2026 GRAPHIA: Harnessing Social Graph Data to Enhance LLM-Based Social Simulation ACL 2026 GRPO-Guard: Mitigating Implicit Over-Optimization in Flow Matching via Regulated Clipping CVPR 2026 GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking CVPR 2026 Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence ACL 2026 Harmonizing Dense and Sparse Signals in Multi-turn RL: Dual-Horizon Credit Assignment for Industrial Sales Agents ACL 2026 HarmRLVR: Weaponizing Verifiable Rewards for Harmful LLM Alignment ACL 2026