The Landscape of Agentic Reinforcement Learning for LLMs: A Survey
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2509.02547
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Published
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228
20250903
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SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning
Paper • 2509.02479 • Published • 83 -
POINTS-Reader: Distillation-Free Adaptation of Vision-Language Models for Document Conversion
Paper • 2509.01215 • Published • 50 -
LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model
Paper • 2509.00676 • Published • 84 -
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning
Paper • 2509.02544 • Published • 124 -
VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use
Paper • 2509.01055 • Published • 76 -
Baichuan-M2: Scaling Medical Capability with Large Verifier System
Paper • 2509.02208 • Published • 42 -
Implicit Actor Critic Coupling via a Supervised Learning Framework for RLVR
Paper • 2509.02522 • Published • 25 -
Kwai Keye-VL 1.5 Technical Report
Paper • 2509.01563 • Published • 37 -
Reasoning Vectors: Transferring Chain-of-Thought Capabilities via Task Arithmetic
Paper • 2509.01363 • Published • 58 -
Jointly Reinforcing Diversity and Quality in Language Model Generations
Paper • 2509.02534 • Published • 24 -
GenCompositor: Generative Video Compositing with Diffusion Transformer
Paper • 2509.02460 • Published • 25 -
OpenVision 2: A Family of Generative Pretrained Visual Encoders for Multimodal Learning
Paper • 2509.01644 • Published • 33 -
Attributes as Textual Genes: Leveraging LLMs as Genetic Algorithm Simulators for Conditional Synthetic Data Generation
Paper • 2509.02040 • Published • 14 -
M3Ret: Unleashing Zero-shot Multimodal Medical Image Retrieval via Self-Supervision
Paper • 2509.01360 • Published • 11 -
FlashAdventure: A Benchmark for GUI Agents Solving Full Story Arcs in Diverse Adventure Games
Paper • 2509.01052 • Published • 21 -
Universal Deep Research: Bring Your Own Model and Strategy
Paper • 2509.00244 • Published • 13 -
Discrete Noise Inversion for Next-scale Autoregressive Text-based Image Editing
Paper • 2509.01984 • Published • 6 -
Fantastic Pretraining Optimizers and Where to Find Them
Paper • 2509.02046 • Published • 13 -
MedDINOv3: How to adapt vision foundation models for medical image segmentation?
Paper • 2509.02379 • Published • 1 -
Improving Large Vision and Language Models by Learning from a Panel of Peers
Paper • 2509.01610 • Published • 2 -
Towards More Diverse and Challenging Pre-training for Point Cloud Learning: Self-Supervised Cross Reconstruction with Decoupled Views
Paper • 2509.01250 • Published • 2 -
SQL-of-Thought: Multi-agentic Text-to-SQL with Guided Error Correction
Paper • 2509.00581 • Published • 10 -
C-DiffDet+: Fusing Global Scene Context with Generative Denoising for High-Fidelity Object Detection
Paper • 2509.00578 • Published • 1 -
Metis: Training Large Language Models with Advanced Low-Bit Quantization
Paper • 2509.00404 • Published • 6 -
FastFit: Accelerating Multi-Reference Virtual Try-On via Cacheable Diffusion Models
Paper • 2508.20586 • Published • 3