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Collections including paper arxiv:2511.09515

WMPO: World Model-based Policy Optimization for Vision-Language-Action Models

Paper • 2511.09515 • Published Nov 12, 2025 • 19
Robot Learning from a Physical World Model

Paper • 2511.07416 • Published Nov 10, 2025 • 32
WorldMM: Dynamic Multimodal Memory Agent for Long Video Reasoning

Paper • 2512.02425 • Published Dec 2, 2025 • 25
MobileWorldBench: Towards Semantic World Modeling For Mobile Agents

Paper • 2512.14014 • Published Dec 16, 2025 • 3

Learn the Ropes, Then Trust the Wins: Self-imitation with Progressive Exploration for Agentic Reinforcement Learning

Paper • 2509.22601 • Published Sep 26, 2025 • 30
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation

Paper • 2509.25849 • Published Sep 30, 2025 • 48
GEM: A Gym for Agentic LLMs

Paper • 2510.01051 • Published Oct 1, 2025 • 90
Reinforce-Ada: An Adaptive Sampling Framework for Reinforce-Style LLM Training

Paper • 2510.04996 • Published Oct 6, 2025 • 16

WorldVLA: Towards Autoregressive Action World Model

Paper • 2506.21539 • Published Jun 26, 2025 • 40
LatticeWorld: A Multimodal Large Language Model-Empowered Framework for Interactive Complex World Generation

Paper • 2509.05263 • Published Sep 5, 2025 • 11
VLA-RFT: Vision-Language-Action Reinforcement Fine-tuning with Verified Rewards in World Simulators

Paper • 2510.00406 • Published Oct 1, 2025 • 66
GigaBrain-0: A World Model-Powered Vision-Language-Action Model

Paper • 2510.19430 • Published Oct 22, 2025 • 52

R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Paper • 2503.10615 • Published Mar 13, 2025 • 17
UniGoal: Towards Universal Zero-shot Goal-oriented Navigation

Paper • 2503.10630 • Published Mar 13, 2025 • 6
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 38
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL

Paper • 2503.07536 • Published Mar 10, 2025 • 88

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

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

Continual Learning - VLA

VLA-Adapter: An Effective Paradigm for Tiny-Scale Vision-Language-Action Model

Paper • 2509.09372 • Published Sep 11, 2025 • 246
VLA-R1: Enhancing Reasoning in Vision-Language-Action Models

Paper • 2510.01623 • Published Oct 2, 2025 • 12
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2, 2025 • 230
WMPO: World Model-based Policy Optimization for Vision-Language-Action Models

Paper • 2511.09515 • Published Nov 12, 2025 • 19

Chain of thought

NousResearch/Hermes-4-70B-FP8

Text Generation • 71B • Updated Sep 12, 2025 • 228 • 25
NousResearch/Hermes-4-405B-FP8

Text Generation • Updated Sep 2, 2025 • 247 • 21
Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models

Paper • 2508.21365 • Published Aug 29, 2025 • 29
BTL-UI: Blink-Think-Link Reasoning Model for GUI Agent

Paper • 2509.15566 • Published Sep 19, 2025 • 14

Multimodal Agent

Gemini Robotics: Bringing AI into the Physical World

Paper • 2503.20020 • Published Mar 25, 2025 • 31
Magma: A Foundation Model for Multimodal AI Agents

Paper • 2502.13130 • Published Feb 18, 2025 • 58
LLaVA-Plus: Learning to Use Tools for Creating Multimodal Agents

Paper • 2311.05437 • Published Nov 9, 2023 • 51
OS-ATLAS: A Foundation Action Model for Generalist GUI Agents

Paper • 2410.23218 • Published Oct 30, 2024 • 49

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models

Paper • 2410.14059 • Published Oct 17, 2024 • 63
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching

Paper • 2503.05179 • Published Mar 7, 2025 • 46
Token-Efficient Long Video Understanding for Multimodal LLMs

Paper • 2503.04130 • Published Mar 6, 2025 • 96
GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing

Paper • 2503.10639 • Published Mar 13, 2025 • 53

WMPO: World Model-based Policy Optimization for Vision-Language-Action Models

Paper • 2511.09515 • Published Nov 12, 2025 • 19
Robot Learning from a Physical World Model

Paper • 2511.07416 • Published Nov 10, 2025 • 32
WorldMM: Dynamic Multimodal Memory Agent for Long Video Reasoning

Paper • 2512.02425 • Published Dec 2, 2025 • 25
MobileWorldBench: Towards Semantic World Modeling For Mobile Agents

Paper • 2512.14014 • Published Dec 16, 2025 • 3

Continual Learning - VLA

VLA-Adapter: An Effective Paradigm for Tiny-Scale Vision-Language-Action Model

Paper • 2509.09372 • Published Sep 11, 2025 • 246
VLA-R1: Enhancing Reasoning in Vision-Language-Action Models

Paper • 2510.01623 • Published Oct 2, 2025 • 12
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2, 2025 • 230
WMPO: World Model-based Policy Optimization for Vision-Language-Action Models

Paper • 2511.09515 • Published Nov 12, 2025 • 19

Learn the Ropes, Then Trust the Wins: Self-imitation with Progressive Exploration for Agentic Reinforcement Learning

Paper • 2509.22601 • Published Sep 26, 2025 • 30
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation

Paper • 2509.25849 • Published Sep 30, 2025 • 48
GEM: A Gym for Agentic LLMs

Paper • 2510.01051 • Published Oct 1, 2025 • 90
Reinforce-Ada: An Adaptive Sampling Framework for Reinforce-Style LLM Training

Paper • 2510.04996 • Published Oct 6, 2025 • 16

Chain of thought

NousResearch/Hermes-4-70B-FP8

Text Generation • 71B • Updated Sep 12, 2025 • 228 • 25
NousResearch/Hermes-4-405B-FP8

Text Generation • Updated Sep 2, 2025 • 247 • 21
Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models

Paper • 2508.21365 • Published Aug 29, 2025 • 29
BTL-UI: Blink-Think-Link Reasoning Model for GUI Agent

Paper • 2509.15566 • Published Sep 19, 2025 • 14

WorldVLA: Towards Autoregressive Action World Model

Paper • 2506.21539 • Published Jun 26, 2025 • 40
LatticeWorld: A Multimodal Large Language Model-Empowered Framework for Interactive Complex World Generation

Paper • 2509.05263 • Published Sep 5, 2025 • 11
VLA-RFT: Vision-Language-Action Reinforcement Fine-tuning with Verified Rewards in World Simulators

Paper • 2510.00406 • Published Oct 1, 2025 • 66
GigaBrain-0: A World Model-Powered Vision-Language-Action Model

Paper • 2510.19430 • Published Oct 22, 2025 • 52

Multimodal Agent

Gemini Robotics: Bringing AI into the Physical World

Paper • 2503.20020 • Published Mar 25, 2025 • 31
Magma: A Foundation Model for Multimodal AI Agents

Paper • 2502.13130 • Published Feb 18, 2025 • 58
LLaVA-Plus: Learning to Use Tools for Creating Multimodal Agents

Paper • 2311.05437 • Published Nov 9, 2023 • 51
OS-ATLAS: A Foundation Action Model for Generalist GUI Agents

Paper • 2410.23218 • Published Oct 30, 2024 • 49

R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Paper • 2503.10615 • Published Mar 13, 2025 • 17
UniGoal: Towards Universal Zero-shot Goal-oriented Navigation

Paper • 2503.10630 • Published Mar 13, 2025 • 6
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 38
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL

Paper • 2503.07536 • Published Mar 10, 2025 • 88

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models

Paper • 2410.14059 • Published Oct 17, 2024 • 63
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching

Paper • 2503.05179 • Published Mar 7, 2025 • 46
Token-Efficient Long Video Understanding for Multimodal LLMs

Paper • 2503.04130 • Published Mar 6, 2025 • 96
GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing

Paper • 2503.10639 • Published Mar 13, 2025 • 53

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

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

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