reinforcement learning

Seer: Online Context Learning for Fast Synchronous LLM Reinforcement Learning OSDI 2026 Selective Test-Time Debiasing for CLIP via Reward Gating ACL 2026 Self-Critical Distillation Network for Video-based Commonsense Captioning CVPR 2026 Self-Interpretable Subgraph Neural Network with Deep Reinforcement Walk Exploration AAAI 2026 Self-Regulating Cars: Automating Traffic Control in Free Flow Road Networks AAAI 2026 SemEval-2026 Task 1: MWAHAHA, Models Write Automatic Humor And Humans Annotate SemEval 2026 SenseSearch: Empowering Vision-Language Models with High-Resolution Agentic Search-Reasoning via Reinforcement Learning CVPR 2026 SERL: Self-Examining Reinforcement Learning on Open-Domain AAAI 2026 SHADOW: Dynamic-Aware Credit Assignment Against Long-Horizon Tasks AAAI 2026 SHARP: Self-adaptive Harmful Category-aware Prompt Generation for Black-box Jailbreaking ACL 2026 ShoppingBench: A Real-World Intent-Grounded Shopping Benchmark for LLM-based Agents AAAI 2026 ShopSimulator: Evaluating and Exploring RL-Driven LLM Agent for Shopping Assistants ACL 2026 SimRPD: Optimizing Recruitment Proactive Dialogue Agents through Simulator-Based Data Evaluation and Selection ACL 2026 SketchVL: Policy Optimization via Fine-Grained Credit Assignment for Chart Understanding and More CVPR 2026 SocialNav: Training Human-Inspired Foundation Model for Socially-Aware Embodied Navigation CVPR 2026 SPARKLE: A Structured and Plug-and-play Agentic Retrieval Policy for Adaptive RAG Models ACL 2026 SPARK: Strategic Policy-Aware Exploration via Dynamic Branching for Long-Horizon Agentic Learning ACL 2026 Sparse-RL: Breaking the Memory Wall in LLM Reinforcement Learning via Stable Sparse Rollouts ACL 2026 SPARTA: Evaluating Reasoning Segmentation Robustness through Black-Box Adversarial Paraphrasing in Text Autoencoder Latent Space EACL 2026 Spatially Grouped Curriculum Learning for Multi-Agent Path Finding AAAI 2026 SpatialReward: Verifiable Spatial Reward Modeling for Fine-Grained Spatial Consistency in Text-to-Image Generation CVPR 2026 SpatialTree: How Spatial Intelligence Branches Out in MLLMs CVPR 2026 Specificity-aware reinforcement learning for fine-grained open-world classification CVPR 2026 Spec-o3: A Tool-Augmented Vision-Language Agent for Rare Celestial Object Candidate Vetting via Automated Spectral Inspection ACL 2026 SRD: Reinforcement-Learned Semantic Perturbation for Backdoor Defense in VLMs AAAI 2026