ML Research Hub
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Advancing research in Machine Learning – practical insights, tools, and techniques for researchers.

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Crowded in B-Space: Calibrating Shared Directions for LoRA Merging

📝 Summary:
LoRA adapter merging performance can be improved by separately calibrating the output-side matrix B to reduce interference from shared directions while preserving task-specific information. AI-generat...

🔹 Publication Date: Published on Apr 18

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.16826
• PDF: https://arxiv.org/pdf/2604.16826

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Meta-learning In-Context Enables Training-Free Cross Subject Brain Decoding

📝 Summary:
A meta-optimized approach enables generalizable semantic visual decoding from fMRI by rapidly inferring unique neural encoding patterns from few image-brain examples without fine-tuning across subject...

🔹 Publication Date: Published on Apr 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.08537
• PDF: https://arxiv.org/pdf/2604.08537
• Github: https://github.com/ezacngm/brainCodec

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Multiplication in Multimodal LLMs: Computation with Text, Image, and Audio Inputs

📝 Summary:
Multimodal large language models demonstrate consistent computational limitations in exact multi-digit multiplication across different representations and modalities, with performance closely tied to ...

🔹 Publication Date: Published on Apr 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.18203
• PDF: https://arxiv.org/pdf/2604.18203
• Project Page: https://neuristemic.ai/multiplication-in-multimodal-llms/

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OneVL: One-Step Latent Reasoning and Planning with Vision-Language Explanation

📝 Summary:
OneVL is a unified vision-language-action framework that improves latent chain-of-thought reasoning for autonomous driving. It uses dual language and visual world model supervision to force latent tokens to internalize causal dynamics, achieving state-of-the-art accuracy at answer-only latency.

🔹 Publication Date: Published on Apr 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.18486
• PDF: https://arxiv.org/pdf/2604.18486
• Project Page: https://xiaomi-embodied-intelligence.github.io/OneVL/

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Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence

📝 Summary:
Agent-World introduces a self-evolving training framework that advances general agent intelligence through autonomous environment discovery and continuous learning across diverse real-world scenarios....

🔹 Publication Date: Published on Apr 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.18292
• PDF: https://arxiv.org/pdf/2604.18292
• Project Page: https://agent-tars-world.github.io/-/
• Github: https://agent-tars-world.github.io/-/

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MultiWorld: Scalable Multi-Agent Multi-View Video World Models

📝 Summary:
MultiWorld is a unified framework for multi-agent multi-view world modeling that achieves accurate multi-agent control while maintaining multi-view consistency through specialized modules for conditio...

🔹 Publication Date: Published on Apr 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.18564
• PDF: https://arxiv.org/pdf/2604.18564
• Project Page: https://multi-world.github.io/
• Github: https://github.com/CIntellifusion/MultiWorld

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WebCompass: Towards Multimodal Web Coding Evaluation for Code Language Models

📝 Summary:
WebCompass evaluates web development capabilities through diverse input modalities and task types, using automated evaluation methods that simulate real-world coding workflows. AI-generated summary La...

🔹 Publication Date: Published on Apr 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.18224
• PDF: https://arxiv.org/pdf/2604.18224

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Precise Debugging Benchmark: Is Your Model Debugging or Regenerating?

📝 Summary:
Frontier LLMs demonstrate high test pass rates but poor precision in debugging tasks, indicating a gap between functional correctness and precise fault localization. AI-generated summary Unlike code c...

🔹 Publication Date: Published on Apr 19

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.17338
• PDF: https://arxiv.org/pdf/2604.17338
• Project Page: https://precise-debugging-benchmark.github.io/
• Github: https://github.com/Bill1235813/PDB

Datasets citing this paper:
https://huggingface.co/datasets/Precise-Debugging-Benchmarking/PDB-Multi
https://huggingface.co/datasets/Precise-Debugging-Benchmarking/PDB-Single-Hard
https://huggingface.co/datasets/Precise-Debugging-Benchmarking/PDB-Single

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MedConclusion: A Benchmark for Biomedical Conclusion Generation from Structured Abstracts

📝 Summary:
A large-scale dataset of 5.7 million PubMed structured abstracts is introduced for biomedical conclusion generation, enabling evaluation of large language models' ability to reason from structured sci...

🔹 Publication Date: Published on Apr 7

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.06505
• PDF: https://arxiv.org/pdf/2604.06505
• Github: https://github.com/Harvard-AI-and-Robotics-Lab/MedConclusion

Datasets citing this paper:
https://huggingface.co/datasets/harvardairobotics/MedConclusion-Compact
https://huggingface.co/datasets/harvardairobotics/MedConclusion

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MNAFT: modality neuron-aware fine-tuning of multimodal large language models for image translation

📝 Summary:
Modality neuron-aware fine-tuning (MNAFT) enhances image translation by selectively updating specific neurons in multimodal large language models, preserving pre-trained knowledge while improving cros...

🔹 Publication Date: Published on Apr 18

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.16943
• PDF: https://arxiv.org/pdf/2604.16943

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Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration

📝 Summary:
Agents equipped with intrinsic meta-evolution capabilities demonstrate improved performance on web navigation tasks through self-generated world knowledge without external supervision. AI-generated su...

🔹 Publication Date: Published on Apr 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.18131
• PDF: https://arxiv.org/pdf/2604.18131
• Github: https://github.com/Bklight999/world-knowledge

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ClawEnvKit: Automatic Environment Generation for Claw-Like Agents

📝 Summary:
An automated pipeline generates diverse, verified environments for claw-like agents from natural language descriptions, enabling large-scale benchmark construction and continuous evaluation. AI-genera...

🔹 Publication Date: Published on Apr 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.18543
• PDF: https://arxiv.org/pdf/2604.18543
• Github: https://github.com/xirui-li/ClawEnvKit

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MathNet: a Global Multimodal Benchmark for Mathematical Reasoning and Retrieval

📝 Summary:
MathNet is a large-scale, multilingual, multimodal dataset of Olympiad-level math problems designed for evaluating mathematical reasoning and retrieval in generative models and embedding-based systems...

🔹 Publication Date: Published on Apr 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.18584
• PDF: https://arxiv.org/pdf/2604.18584
• Project Page: https://mathnet.mit.edu/

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Modeling Multiple Support Strategies within a Single Turn for Emotional Support Conversations

📝 Summary:
Multi-strategy utterance generation methods for emotional support conversations outperform single-strategy approaches by enabling multiple support strategies within individual utterances. AI-generated...

🔹 Publication Date: Published on Apr 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.17972
• PDF: https://arxiv.org/pdf/2604.17972
• Project Page: https://github.com/aliyun/qwen-dianjin

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EvoMaster: A Foundational Agent Framework for Building Evolving Autonomous Scientific Agents at Scale

📝 Summary:
EvoMaster is a scalable, self-evolving agent framework designed for large-scale scientific discovery that enables iterative hypothesis refinement and knowledge accumulation across experimental cycles....

🔹 Publication Date: Published on Apr 19

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.17406
• PDF: https://arxiv.org/pdf/2604.17406
• Github: https://github.com/sjtu-sai-agents/EvoMaster

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When Can LLMs Learn to Reason with Weak Supervision?

📝 Summary:
Research reveals that model generalization in reasoning tasks under weak supervision depends on reward saturation dynamics and reasoning faithfulness, with supervised fine-tuning on explicit traces be...

🔹 Publication Date: Published on Apr 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.18574
• PDF: https://arxiv.org/pdf/2604.18574
• Project Page: https://salmanrahman.net/rlvr-weak-supervision
• Github: https://github.com/pavelslab-nyu/rlvr-weak-supervision

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EasyVideoR1: Easier RL for Video Understanding

📝 Summary:
EasyVideoR1 presents an efficient reinforcement learning framework for video understanding that improves training throughput, supports diverse video tasks, and enables joint image-video training with ...

🔹 Publication Date: Published on Apr 18

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.16893
• PDF: https://arxiv.org/pdf/2604.16893
• Github: https://github.com/cyuQ1n/EasyVideoR1

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OmniScript: Towards Audio-Visual Script Generation for Long-Form Cinematic Video

📝 Summary:
A novel video-to-script task is introduced along with OmniScript, an 8B-parameter omni-modal language model trained through progressive pipeline techniques for long-form narrative comprehension and te...

🔹 Publication Date: Published on Apr 13

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.11102
• PDF: https://arxiv.org/pdf/2604.11102
• Project Page: https://arcomniscript.github.io

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Back to Repair: A Minimal Denoising Network\ for Time Series Anomaly Detection

📝 Summary:
JuRe, a simple denoising network for time series anomaly detection, demonstrates that architectural simplicity can match or exceed complex models when the training objective properly implements the ma...

🔹 Publication Date: Published on Apr 19

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.17388
• PDF: https://arxiv.org/pdf/2604.17388
• Project Page: https://huggingface.co/papers?q=manifold-projection%20principle
• Github: https://github.com/iis-esslingen/JuRe

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OpenGame: Open Agentic Coding for Games

📝 Summary:
OpenGame is an open-source agentic framework for end-to-end web game creation that uses specialized code models and evaluation benchmarks to overcome challenges in interactive application development....

🔹 Publication Date: Published on Apr 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.18394
• PDF: https://arxiv.org/pdf/2604.18394
• Project Page: https://www.opengame-project-page.com/
• Github: https://github.com/leigest519/OpenGame

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HSG: Hyperbolic Scene Graph

📝 Summary:
Hyperbolic Scene Graph (HSG) improves scene graph modeling by learning embeddings in hyperbolic space, enhancing hierarchical structure quality and retrieval performance through natural encoding of hi...

🔹 Publication Date: Published on Apr 19

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.17454
• PDF: https://arxiv.org/pdf/2604.17454
• Github: https://github.com/AIGeeksGroup/HSG

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