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Collections including paper arxiv:2503.01785

Multimodal Reasoning

InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning

Paper • 2502.11573 • Published 21 days ago • 9
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4 • 22
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

Paper • 2502.11775 • Published 20 days ago • 8
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 37

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 26
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 13
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 43
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 22

Reinforcement Fine Tuning

about 6 hours ago

Visual-RFT: Visual Reinforcement Fine-Tuning

Paper • 2503.01785 • Published 6 days ago • 59

Visual-RFT: Visual Reinforcement Fine-Tuning

Paper • 2503.01785 • Published 6 days ago • 59
MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning

Paper • 2502.19634 • Published 11 days ago • 56

Large-Scale Data Selection for Instruction Tuning

Paper • 2503.01807 • Published 6 days ago • 10
AI-Invented Tonal Languages: Preventing a Machine Lingua Franca Beyond Human Understanding

Paper • 2503.01063 • Published 7 days ago • 5
Visual-RFT: Visual Reinforcement Fine-Tuning

Paper • 2503.01785 • Published 6 days ago • 59
Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs

Paper • 2503.01743 • Published 6 days ago • 65

Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs

Paper • 2503.01743 • Published 6 days ago • 65
Phi-4 Technical Report

Paper • 2412.08905 • Published Dec 12, 2024 • 111
Visual-RFT: Visual Reinforcement Fine-Tuning

Paper • 2503.01785 • Published 6 days ago • 59
When an LLM is apprehensive about its answers -- and when its uncertainty is justified

Paper • 2503.01688 • Published 6 days ago • 19

Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Paper • 2502.14768 • Published 17 days ago • 44
S^2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning

Paper • 2502.12853 • Published 19 days ago • 28
Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published 24 days ago • 17
Distillation Scaling Laws

Paper • 2502.08606 • Published 25 days ago • 46

RL/RL-like methods

Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals for Reliable Reward Systems

Paper • 2502.19328 • Published 11 days ago • 21
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published 12 days ago • 67
Sim-to-Real Reinforcement Learning for Vision-Based Dexterous Manipulation on Humanoids

Paper • 2502.20396 • Published 10 days ago • 12
Visual-RFT: Visual Reinforcement Fine-Tuning

Paper • 2503.01785 • Published 6 days ago • 59

LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs

Paper • 2501.06186 • Published Jan 10 • 61
Virgo: A Preliminary Exploration on Reproducing o1-like MLLM

Paper • 2501.01904 • Published Jan 3 • 32
Kimi k1.5: Scaling Reinforcement Learning with LLMs

Paper • 2501.12599 • Published Jan 22 • 101
Visual-RFT: Visual Reinforcement Fine-Tuning

Paper • 2503.01785 • Published 6 days ago • 59

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24 • 25
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 26
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28 • 108
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

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