reinforcement learning

SRPO: Self-Referential Policy Optimization for Vision-Language-Action Models CVPR 2026 Stability-Aware Reinforcement Learning for Robust Class Integration Test Order Generation AAAI 2026 STAPO: Selective Trajectory-Aware Policy Optimization for LLM Agent Training ACL 2026 STAR-R1: Multi-View Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs CVPR 2026 Start Small, Think Big: Curriculum-based Relative Policy Optimization for Visual Grounding AAAI 2026 STELAR-VISION: Self-Topology-Aware Efficient Learning for Aligned Reasoning in Vision AAAI 2026 StepFun-Formalizer: Unlocking the Autoformalization Potential of LLMs Through Knowledge-Reasoning Fusion AAAI 2026 Stepwise Credit Assignment for GRPO on Flow-Matching Models CVPR 2026 ST-LLM: Spatial Transcriptomics Embedding with Large Language Models AAAI 2026 STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement Learning ACL 2026 Structure-based RNA Design by Step-wise Optimization of Latent Diffusion Model AAAI 2026 ST-Think: How Multimodal Large Language Models Reason About 4D Worlds from Ego-Centric Videos WACV 2026 T4NMTD: Transition-Centric Reinforcement Learning for Non-Markovian Task Decomposition AAAI 2026 TAdaRAG: Task Adaptive Retrieval-Augmented Generation via On-the-Fly Knowledge Graph Construction AAAI 2026 TA-GRPO-d: Trajectory-Aware GRPO for Optimizing Denoising Trajectories in Diffusion LLMs ACL 2026 Tailored Primitive Initialization is the Secret Key to Reinforcement Learning ACL 2026 Talk2Move: Reinforcement Learning for Text-Instructed Object-Level Geometric Transformation in Scenes CVPR 2026 Tandem Training for Language Models EACL 2026 TAPO: Dynamic Teacher and Perturbed Answer Injection for Policy Optimization AAAI 2026 TaREx: Reinforcement Learning for Code-Driven Table Reasoning AAAI 2026 TaxonRL: Reinforcement Learning with Intermediate Rewards for Interpretable Fine-Grained Visual Reasoning WACV 2026 Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement Learning AAAI 2026 Teaching LLMs Human-Like Editing of Inappropriate Argumentation via Reinforcement Learning ACL 2026 Temp-R1: A Unified Autonomous Agent for Complex Temporal KGQA via Reverse Curriculum Reinforcement Learning ACL 2026 TempR1: Improving Temporal Understanding of MLLMs via Temporal-Aware Multi-Task Reinforcement Learning CVPR 2026