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Collections including paper arxiv:2601.19325

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 93
Reinforcement Learning for Self-Improving Agent with Skill Library

Paper • 2512.17102 • Published Dec 18, 2025 • 42
Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Paper • 2512.23705 • Published Dec 29, 2025 • 45
Schoenfeld's Anatomy of Mathematical Reasoning by Language Models

Paper • 2512.19995 • Published Dec 23, 2025 • 16

A Multimodal Large Language Model for Scientific Discovery

InnovatorLab/Innovator-VL-8B-Instruct

Text Generation • 9B • Updated Feb 6 • 298 • 3
InnovatorLab/Innovator-VL-8B-Thinking

Text Generation • 9B • Updated Feb 6 • 83 • 3
InnovatorLab/Innovator-VL-Instruct-46M

Viewer • Updated Feb 12 • 46.1M • 36.2k • 4
InnovatorLab/Innovator-VL-RL-172K

Viewer • Updated Feb 6 • 172k • 343 • 2

StockBench: Can LLM Agents Trade Stocks Profitably In Real-world Markets?

Paper • 2510.02209 • Published Oct 2, 2025 • 57
MM-DREX: Multimodal-Driven Dynamic Routing of LLM Experts for Financial Trading

Paper • 2509.05080 • Published Sep 5, 2025
TradingGroup: A Multi-Agent Trading System with Self-Reflection and Data-Synthesis

Paper • 2508.17565 • Published Aug 25, 2025 • 1
QTMRL: An Agent for Quantitative Trading Decision-Making Based on Multi-Indicator Guided Reinforcement Learning

Paper • 2508.20467 • Published Aug 28, 2025

Vision Language Action models

A Survey on Vision-Language-Action Models: An Action Tokenization Perspective

Paper • 2507.01925 • Published Jul 2, 2025 • 39
Zebra-CoT: A Dataset for Interleaved Vision Language Reasoning

Paper • 2507.16746 • Published Jul 22, 2025 • 35
MolmoAct: Action Reasoning Models that can Reason in Space

Paper • 2508.07917 • Published Aug 11, 2025 • 45
Discrete Diffusion VLA: Bringing Discrete Diffusion to Action Decoding in Vision-Language-Action Policies

Paper • 2508.20072 • Published Aug 27, 2025 • 32

2026-02-01 Papers

Scaling Embeddings Outperforms Scaling Experts in Language Models

Paper • 2601.21204 • Published Jan 29 • 102
Innovator-VL: A Multimodal Large Language Model for Scientific Discovery

Paper • 2601.19325 • Published Jan 27 • 81
TwinBrainVLA: Unleashing the Potential of Generalist VLMs for Embodied Tasks via Asymmetric Mixture-of-Transformers

Paper • 2601.14133 • Published Jan 20 • 61
MMFineReason: Closing the Multimodal Reasoning Gap via Open Data-Centric Methods

Paper • 2601.21821 • Published Jan 29 • 62

Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models

Paper • 2512.24618 • Published Dec 31, 2025 • 154
Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

Paper • 2512.24873 • Published Dec 31, 2025 • 108
AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents

Paper • 2512.23343 • Published Dec 29, 2025 • 30
Figure It Out: Improving the Frontier of Reasoning with Active Visual Thinking

Paper • 2512.24297 • Published Dec 30, 2025 • 6

DVPS Scientific Watch

Collection of external scientific material relevant to the project

HuggingFaceFW/finetranslations

Viewer • Updated Jan 9 • 3.33B • 131k • 283
LLM-Inference-Bench: Inference Benchmarking of Large Language Models on AI Accelerators

Paper • 2411.00136 • Published Oct 31, 2024
The Illusion of Readiness in Health AI

Paper • 2509.18234 • Published Sep 22, 2025 • 1
The Roots of Performance Disparity in Multilingual Language Models: Intrinsic Modeling Difficulty or Design Choices?

Paper • 2601.07220 • Published Jan 12

DocLLM: A layout-aware generative language model for multimodal document understanding

Paper • 2401.00908 • Published Dec 31, 2023 • 191
COSMO: COntrastive Streamlined MultimOdal Model with Interleaved Pre-Training

Paper • 2401.00849 • Published Jan 1, 2024 • 17
LLaVA-Plus: Learning to Use Tools for Creating Multimodal Agents

Paper • 2311.05437 • Published Nov 9, 2023 • 51
LLaVA-Interactive: An All-in-One Demo for Image Chat, Segmentation, Generation and Editing

Paper • 2311.00571 • Published Nov 1, 2023 • 42

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 93
Reinforcement Learning for Self-Improving Agent with Skill Library

Paper • 2512.17102 • Published Dec 18, 2025 • 42
Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Paper • 2512.23705 • Published Dec 29, 2025 • 45
Schoenfeld's Anatomy of Mathematical Reasoning by Language Models

Paper • 2512.19995 • Published Dec 23, 2025 • 16

2026-02-01 Papers

Scaling Embeddings Outperforms Scaling Experts in Language Models

Paper • 2601.21204 • Published Jan 29 • 102
Innovator-VL: A Multimodal Large Language Model for Scientific Discovery

Paper • 2601.19325 • Published Jan 27 • 81
TwinBrainVLA: Unleashing the Potential of Generalist VLMs for Embodied Tasks via Asymmetric Mixture-of-Transformers

Paper • 2601.14133 • Published Jan 20 • 61
MMFineReason: Closing the Multimodal Reasoning Gap via Open Data-Centric Methods

Paper • 2601.21821 • Published Jan 29 • 62

A Multimodal Large Language Model for Scientific Discovery

InnovatorLab/Innovator-VL-8B-Instruct

Text Generation • 9B • Updated Feb 6 • 298 • 3
InnovatorLab/Innovator-VL-8B-Thinking

Text Generation • 9B • Updated Feb 6 • 83 • 3
InnovatorLab/Innovator-VL-Instruct-46M

Viewer • Updated Feb 12 • 46.1M • 36.2k • 4
InnovatorLab/Innovator-VL-RL-172K

Viewer • Updated Feb 6 • 172k • 343 • 2

Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models

Paper • 2512.24618 • Published Dec 31, 2025 • 154
Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

Paper • 2512.24873 • Published Dec 31, 2025 • 108
AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents

Paper • 2512.23343 • Published Dec 29, 2025 • 30
Figure It Out: Improving the Frontier of Reasoning with Active Visual Thinking

Paper • 2512.24297 • Published Dec 30, 2025 • 6

StockBench: Can LLM Agents Trade Stocks Profitably In Real-world Markets?

Paper • 2510.02209 • Published Oct 2, 2025 • 57
MM-DREX: Multimodal-Driven Dynamic Routing of LLM Experts for Financial Trading

Paper • 2509.05080 • Published Sep 5, 2025
TradingGroup: A Multi-Agent Trading System with Self-Reflection and Data-Synthesis

Paper • 2508.17565 • Published Aug 25, 2025 • 1
QTMRL: An Agent for Quantitative Trading Decision-Making Based on Multi-Indicator Guided Reinforcement Learning

Paper • 2508.20467 • Published Aug 28, 2025

DVPS Scientific Watch

Collection of external scientific material relevant to the project

HuggingFaceFW/finetranslations

Viewer • Updated Jan 9 • 3.33B • 131k • 283
LLM-Inference-Bench: Inference Benchmarking of Large Language Models on AI Accelerators

Paper • 2411.00136 • Published Oct 31, 2024
The Illusion of Readiness in Health AI

Paper • 2509.18234 • Published Sep 22, 2025 • 1
The Roots of Performance Disparity in Multilingual Language Models: Intrinsic Modeling Difficulty or Design Choices?

Paper • 2601.07220 • Published Jan 12

Vision Language Action models

A Survey on Vision-Language-Action Models: An Action Tokenization Perspective

Paper • 2507.01925 • Published Jul 2, 2025 • 39
Zebra-CoT: A Dataset for Interleaved Vision Language Reasoning

Paper • 2507.16746 • Published Jul 22, 2025 • 35
MolmoAct: Action Reasoning Models that can Reason in Space

Paper • 2508.07917 • Published Aug 11, 2025 • 45
Discrete Diffusion VLA: Bringing Discrete Diffusion to Action Decoding in Vision-Language-Action Policies

Paper • 2508.20072 • Published Aug 27, 2025 • 32

DocLLM: A layout-aware generative language model for multimodal document understanding

Paper • 2401.00908 • Published Dec 31, 2023 • 191
COSMO: COntrastive Streamlined MultimOdal Model with Interleaved Pre-Training

Paper • 2401.00849 • Published Jan 1, 2024 • 17
LLaVA-Plus: Learning to Use Tools for Creating Multimodal Agents

Paper • 2311.05437 • Published Nov 9, 2023 • 51
LLaVA-Interactive: An All-in-One Demo for Image Chat, Segmentation, Generation and Editing

Paper • 2311.00571 • Published Nov 1, 2023 • 42

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