🔹 Title: The role of synthetic data in Multilingual, Multi-cultural AI systems: Lessons from Indic Languages

🔹 Publication Date: Published on Sep 25

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.21294
• PDF: https://arxiv.org/pdf/2509.21294

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🔹 Title: RLBFF: Binary Flexible Feedback to bridge between Human Feedback & Verifiable Rewards

🔹 Publication Date: Published on Sep 25

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.21319
• PDF: https://arxiv.org/pdf/2509.21319

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🔹 Title: Alignment through Meta-Weighted Online Sampling: Bridging the Gap between Data Generation and Preference Optimization

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23371
• PDF: https://arxiv.org/pdf/2509.23371

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🔹 Title: SLA: Beyond Sparsity in Diffusion Transformers via Fine-Tunable Sparse-Linear Attention

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24006
• PDF: https://arxiv.org/pdf/2509.24006
• Github: https://github.com/thu-ml/SLA

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🔹 Title: Multiplayer Nash Preference Optimization

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23102
• PDF: https://arxiv.org/pdf/2509.23102
• Github: https://github.com/smiles724/MNPO

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🔹 Title: EditScore: Unlocking Online RL for Image Editing via High-Fidelity Reward Modeling

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23909
• PDF: https://arxiv.org/pdf/2509.23909
• Github: https://github.com/VectorSpaceLab/EditScore

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/EditScore/EditReward-Bench

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🔹 Title: SparseD: Sparse Attention for Diffusion Language Models

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24014
• PDF: https://arxiv.org/pdf/2509.24014
• Github: https://github.com/INV-WZQ/SparseD

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🔹 Title: AceSearcher: Bootstrapping Reasoning and Search for LLMs via Reinforced Self-Play

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24193
• PDF: https://arxiv.org/pdf/2509.24193
• Github: https://github.com/ritaranx/AceSearcher/

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🔹 Title: MultiCrafter: High-Fidelity Multi-Subject Generation via Spatially Disentangled Attention and Identity-Aware Reinforcement Learning

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.21953
• PDF: https://arxiv.org/pdf/2509.21953
• Project Page: https://wutao-cs.github.io/MultiCrafter/
• Github: https://wutao-cs.github.io/MultiCrafter/

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🔹 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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