🔹 Title: MGM-Omni: Scaling Omni LLMs to Personalized Long-Horizon Speech

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25131
• PDF: https://arxiv.org/pdf/2509.25131
• Github: https://github.com/dvlab-research/MGM-Omni

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🔹 Title: Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23285
• PDF: https://arxiv.org/pdf/2509.23285
• Github: https://github.com/asilverlight/Tool-Light

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🔹 Title: LOVE-R1: Advancing Long Video Understanding with an Adaptive Zoom-in Mechanism via Multi-Step Reasoning

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24786
• PDF: https://arxiv.org/pdf/2509.24786

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🔹 Title: Euclid's Gift: Enhancing Spatial Perception and Reasoning in Vision-Language Models via Geometric Surrogate Tasks

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24473
• PDF: https://arxiv.org/pdf/2509.24473
• Project Page: https://zgca-ai4edu.github.io/Euclids_Gift/
• Github: https://github.com/LiamLian0727/Euclids_Gift

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🔹 Title: Hyperspherical Latents Improve Continuous-Token Autoregressive Generation

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24335
• PDF: https://arxiv.org/pdf/2509.24335
• Github: https://github.com/guolinke/SphereAR

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🔹 Title: ChatInject: Abusing Chat Templates for Prompt Injection in LLM Agents

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22830
• PDF: https://arxiv.org/pdf/2509.22830

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🔹 Title: RealUnify: Do Unified Models Truly Benefit from Unification? A Comprehensive Benchmark

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24897
• PDF: https://arxiv.org/pdf/2509.24897
• Github: https://github.com/FrankYang-17/RealUnify

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🔹 Title: OpenGPT-4o-Image: A Comprehensive Dataset for Advanced Image Generation and Editing

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24900
• PDF: https://arxiv.org/pdf/2509.24900

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/WINDop/OpenGPT-4o-Image

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🔹 Title: SANA-Video: Efficient Video Generation with Block Linear Diffusion Transformer

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24695
• PDF: https://arxiv.org/pdf/2509.24695
• Project Page: https://nvlabs.github.io/Sana/Video
• Github: https://nvlabs.github.io/Sana/Video

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🔹 Title: SIRI: Scaling Iterative Reinforcement Learning with Interleaved Compression

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25176
• PDF: https://arxiv.org/pdf/2509.25176
• Project Page: https://huggingface.co/collections/THU-KEG/siri-68d65a4ecf9f20dac7322dfe

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🔹 Title: EasySteer: A Unified Framework for High-Performance and Extensible LLM Steering

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25175
• PDF: https://arxiv.org/pdf/2509.25175
• Github: https://github.com/ZJU-REAL/EasySteer

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🔹 Title: Sequential Diffusion Language Models

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24007
• PDF: https://arxiv.org/pdf/2509.24007
• Github: https://github.com/OpenGVLab/SDLM

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🔹 Title: Rolling Forcing: Autoregressive Long Video Diffusion in Real Time

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25161
• PDF: https://arxiv.org/pdf/2509.25161
• Project Page: https://kunhao-liu.github.io/Rolling_Forcing_Webpage/

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🔹 Title: Critique-Coder: Enhancing Coder Models by Critique Reinforcement Learning

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22824
• PDF: https://arxiv.org/pdf/2509.22824
• Project Page: https://tiger-ai-lab.github.io/Critique-Coder/
• Github: https://github.com/TIGER-AI-Lab/Critique-Coder

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🔹 Title: From Harm to Help: Turning Reasoning In-Context Demos into Assets for Reasoning LMs

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23196
• PDF: https://arxiv.org/pdf/2509.23196

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🔹 Title: VideoScore2: Think before You Score in Generative Video Evaluation

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22799
• PDF: https://arxiv.org/pdf/2509.22799

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🔹 Title: PixelCraft: A Multi-Agent System for High-Fidelity Visual Reasoning on Structured Images

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25185
• PDF: https://arxiv.org/pdf/2509.25185
• Github: https://github.com/microsoft/PixelCraft

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🔹 Title: GSM8K-V: Can Vision Language Models Solve Grade School Math Word Problems in Visual Contexts

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25160
• PDF: https://arxiv.org/pdf/2509.25160
• Project Page: https://zju-real.github.io/GSM8K-V/
• Github: https://github.com/ZJU-REAL/GSM8K-V

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/ZJU-REAL/GSM8K-V

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🔹 Title: AdvChain: Adversarial Chain-of-Thought Tuning for Robust Safety Alignment of Large Reasoning Models

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24269
• PDF: https://arxiv.org/pdf/2509.24269

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🔹 Title: MathBode: Frequency-Domain Fingerprints of LLM Mathematical Reasoning

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23143
• PDF: https://arxiv.org/pdf/2509.23143

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/cognitive-metrology-lab/MathBode

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🔹 Title: Dynamic Experts Search: Enhancing Reasoning in Mixture-of-Experts LLMs at Test Time

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22572
• PDF: https://arxiv.org/pdf/2509.22572

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