reinforcement fine-tuning

Activating Visual Context and Commonsense Reasoning Through Masked Prediction in VLMs AAAI 2026 Beyond Multiple Choice: Verifiable OpenQA for Robust Vision-Language RFT CVPR 2026 CGL: Advancing Continual GUI Learning via Reinforcement Fine-Tuning CVPR 2026 Distillation Traps and Guards: A Calibration Knob for LLM Distillability ACL 2026 Do Vision-Language Models Measure Up? Benchmarking Visual Measurement Reading with MeasureBench CVPR 2026 Dynamic Important Example Mining for Reinforcement Finetuning CVPR 2026 EMAD: Evidence-Centric Grounded Multimodal Diagnosis for Alzheimer's Disease CVPR 2026 FusionAgent: A Multimodal Agent with Dynamic Model Selection for Human Recognition CVPR 2026 GeM-VG: Towards Generalized Multi-image Visual Grounding with Multimodal Large Language Models AAAI 2026 InquireMobile: Teaching VLM-based Mobile Agent to Request Human Assistance via Reinforcement Fine-Tuning ACL 2026 MedS³: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision AAAI 2026 MindDriver: Introducing Progressive Multimodal Reasoning for Autonomous Driving CVPR 2026 MMRAG-RFT: Two-stage Reinforcement Fine-tuning for Explainable Multi-modal Retrieval-augmented Generation AAAI 2026 Obstruction Reasoning for Robotic Grasping CVPR 2026 On-policy Reinforcement Fine-tuning with Offline reward for Multi-step Embodied Planning ACL 2026 ORIC: Benchmarking Object Recognition under Contextual Incongruity in Large Vision-Language Models CVPR 2026 PlannerRFT: Reinforcing Diffusion Planners through Closed-Loop and Sample-Efficient Fine-Tuning CVPR 2026 PSPO: Prompt-Level Prioritization and Experience-Weighted Smoothing for Efficient Policy Optimization AAAI 2026 ReasonMap: Towards Fine-Grained Visual Reasoning from Transit Maps CVPR 2026 RECoRD: A Multi-Agent LLM Framework for Reverse Engineering Codebase to Relational Diagram AAAI 2026 Refine-IQA: Multi-Stage Reinforcement Finetuning for Perceptual Image Quality Assessment AAAI 2026 ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning ACL 2026 RISK: A Framework for GUI Agents in E-commerce Risk Management ACL 2026 SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs ACL 2026 VES-RFT: Rewarding Visual Evidence Sensitivity to Mitigate Hallucinations in Large Vision-Language Models CVPR 2026