Demystifying Reinforcement Learning in Agentic Reasoning
Paper
•
2510.11701
•
Published
•
32
Read Later Stack
Note Added
-
Self-Improving LLM Agents at Test-Time
Paper • 2510.07841 • Published • 10 -
Making Mathematical Reasoning Adaptive
Paper • 2510.04617 • Published • 23
DocReward: A Document Reward Model for Structuring and Stylizing
Paper • 2510.11391 • Published • 27Note Added Obsidian
-
Skill-Targeted Adaptive Training
Paper • 2510.10023 • Published • 10 -
QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs
Paper • 2510.11696 • Published • 179 -
DITING: A Multi-Agent Evaluation Framework for Benchmarking Web Novel Translation
Paper • 2510.09116 • Published • 96 -
FlashVSR: Towards Real-Time Diffusion-Based Streaming Video Super-Resolution
Paper • 2510.12747 • Published • 39 -
Dr.LLM: Dynamic Layer Routing in LLMs
Paper • 2510.12773 • Published • 32 -
A Survey of Vibe Coding with Large Language Models
Paper • 2510.12399 • Published • 50 -
Memory as Action: Autonomous Context Curation for Long-Horizon Agentic Tasks
Paper • 2510.12635 • Published • 17 -
LLM Reasoning for Machine Translation: Synthetic Data Generation over Thinking Tokens
Paper • 2510.11919 • Published • 5 -
HoneyBee: Data Recipes for Vision-Language Reasoners
Paper • 2510.12225 • Published • 11 -
Diffusion Transformers with Representation Autoencoders
Paper • 2510.11690 • Published • 166 -
Don't Just Fine-tune the Agent, Tune the Environment
Paper • 2510.10197 • Published • 29 -
InteractiveOmni: A Unified Omni-modal Model for Audio-Visual Multi-turn Dialogue
Paper • 2510.13747 • Published • 30 -
Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully Open MLLMs
Paper • 2510.13795 • Published • 58 -
The Art of Scaling Reinforcement Learning Compute for LLMs
Paper • 2510.13786 • Published • 32 -
When Models Lie, We Learn: Multilingual Span-Level Hallucination Detection with PsiloQA
Paper • 2510.04849 • Published • 115 -
Agentic Entropy-Balanced Policy Optimization
Paper • 2510.14545 • Published • 106 -
From Pixels to Words -- Towards Native Vision-Language Primitives at Scale
Paper • 2510.14979 • Published • 67 -
TokDrift: When LLM Speaks in Subwords but Code Speaks in Grammar
Paper • 2510.14972 • Published • 35 -
BitNet Distillation
Paper • 2510.13998 • Published • 58 -
Attention Is All You Need for KV Cache in Diffusion LLMs
Paper • 2510.14973 • Published • 41 -
PaddleOCR-VL: Boosting Multilingual Document Parsing via a 0.9B Ultra-Compact Vision-Language Model
Paper • 2510.14528 • Published • 111 -
Large Language Models Do NOT Really Know What They Don't Know
Paper • 2510.09033 • Published • 17 -
Beyond Correctness: Evaluating Subjective Writing Preferences Across Cultures
Paper • 2510.14616 • Published • 13 -
LiveResearchBench: A Live Benchmark for User-Centric Deep Research in the Wild
Paper • 2510.14240 • Published • 12 -
Qwen3Guard Technical Report
Paper • 2510.14276 • Published • 15 -
MoM: Mixtures of Scenario-Aware Document Memories for Retrieval-Augmented Generation Systems
Paper • 2510.14252 • Published • 3 -
RAGCap-Bench: Benchmarking Capabilities of LLMs in Agentic Retrieval Augmented Generation Systems
Paper • 2510.13910 • Published • 2 -
DeepAnalyze: Agentic Large Language Models for Autonomous Data Science
Paper • 2510.16872 • Published • 109 -
Glyph: Scaling Context Windows via Visual-Text Compression
Paper • 2510.17800 • Published • 68 -
When to Ensemble: Identifying Token-Level Points for Stable and Fast LLM Ensembling
Paper • 2510.15346 • Published • 34 -
Towards Mixed-Modal Retrieval for Universal Retrieval-Augmented Generation
Paper • 2510.17354 • Published • 35 -
Visual Autoregressive Models Beat Diffusion Models on Inference Time Scaling
Paper • 2510.16751 • Published • 21 -
FineVision: Open Data Is All You Need
Paper • 2510.17269 • Published • 75 -
Beyond Pipelines: A Survey of the Paradigm Shift toward Model-Native Agentic AI
Paper • 2510.16720 • Published • 8 -
UltraCUA: A Foundation Model for Computer Use Agents with Hybrid Action
Paper • 2510.17790 • Published • 6 -
AsyncVoice Agent: Real-Time Explanation for LLM Planning and Reasoning
Paper • 2510.16156 • Published • 2 -
Knowledge-based Visual Question Answer with Multimodal Processing, Retrieval and Filtering
Paper • 2510.14605 • Published • 5