🔹 Title: MorphoBench: A Benchmark with Difficulty Adaptive to Model Reasoning

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14265
• PDF: https://arxiv.org/pdf/2510.14265
• Github: https://github.com/OpenDCAI/MorphoBench

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🔹 Title: Skyfall-GS: Synthesizing Immersive 3D Urban Scenes from Satellite Imagery

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15869
• PDF: https://arxiv.org/pdf/2510.15869
• Project Page: https://skyfall-gs.jayinnn.dev/
• Github: https://github.com/jayin92/skyfall-gs

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🔹 Title: OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15870
• PDF: https://arxiv.org/pdf/2510.15870
• Project Page: https://nvlabs.github.io/OmniVinci/
• Github: https://github.com/NVlabs/OmniVinci

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🔹 Title: BLIP3o-NEXT: Next Frontier of Native Image Generation

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15857
• PDF: https://arxiv.org/pdf/2510.15857
• Project Page: https://jiuhaichen.github.io/BLIP3o-NEXT.github.io/

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🔹 Title: Imaginarium: Vision-guided High-Quality 3D Scene Layout Generation

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15564
• PDF: https://arxiv.org/pdf/2510.15564
• Github: https://github.com/HiHiAllen/Imaginarium

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🔹 Title: Explore to Evolve: Scaling Evolved Aggregation Logic via Proactive Online Exploration for Deep Research Agents

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14438
• PDF: https://arxiv.org/pdf/2510.14438
• Github: https://github.com/Tencent/WebAggregator

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/CognitiveKernel/WebAggregatorQA

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🔹 Title: Paper2Web: Let's Make Your Paper Alive!

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15842
• PDF: https://arxiv.org/pdf/2510.15842
• Project Page: https://francischen3.github.io/P2W_Website/
• Github: https://github.com/YuhangChen1/Paper2All

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🔹 Title: Scaling Instruction-Based Video Editing with a High-Quality Synthetic Dataset

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15742
• PDF: https://arxiv.org/pdf/2510.15742
• Project Page: https://ezioby.github.io/Ditto_page
• Github: https://github.com/EzioBy/Ditto

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/QingyanBai/Ditto-1M

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🔹 Title: Latent Diffusion Model without Variational Autoencoder

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15301
• PDF: https://arxiv.org/pdf/2510.15301
• Project Page: https://howlin-wang.github.io/noscript/
• Github: https://github.com/shiml20/SVG

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🔹 Title: FinTrust: A Comprehensive Benchmark of Trustworthiness Evaluation in Finance Domain

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15232
• PDF: https://arxiv.org/pdf/2510.15232
• Github: https://github.com/HughieHu/FinTrust/

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/HughieHu/FinTrust

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🔹 Title: VISTA: A Test-Time Self-Improving Video Generation Agent

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15831
• PDF: https://arxiv.org/pdf/2510.15831
• Github: https://g-vista.github.io/

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🔹 Title: Robust Layerwise Scaling Rules by Proper Weight Decay Tuning

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15262
• PDF: https://arxiv.org/pdf/2510.15262

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🔹 Title: DLER: Doing Length pEnalty Right - Incentivizing More Intelligence per Token via Reinforcement Learning

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15110
• PDF: https://arxiv.org/pdf/2510.15110

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🔹 Title: Train a Unified Multimodal Data Quality Classifier with Synthetic Data

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15162
• PDF: https://arxiv.org/pdf/2510.15162

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🔹 Title: Foundation Models for Scientific Discovery: From Paradigm Enhancement to Paradigm Transition

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15280
• PDF: https://arxiv.org/pdf/2510.15280

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🔹 Title: InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-Based Incremental Training

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15859
• PDF: https://arxiv.org/pdf/2510.15859

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🔹 Title: A^2FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning

🔹 Publication Date: Published on Oct 13

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12838
• PDF: https://arxiv.org/pdf/2510.12838

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🔹 Title: Build Your Personalized Research Group: A Multiagent Framework for Continual and Interactive Science Automation

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15624
• PDF: https://arxiv.org/pdf/2510.15624
• Project Page: https://freephdlabor.github.io/
• Github: https://github.com/ltjed/freephdlabor

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🔹 Title: Language Models Model Language

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12766
• PDF: https://arxiv.org/pdf/2510.12766

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🔹 Title: ERGO: Entropy-guided Resetting for Generation Optimization in Multi-turn Language Models

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14077
• PDF: https://arxiv.org/pdf/2510.14077
• Project Page: https://ergopaper.github.io/ERGO/
• Github: https://github.com/haziq-exe/ERGO

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🔹 Title: Emergent Misalignment via In-Context Learning: Narrow in-context examples can produce broadly misaligned LLMs

🔹 Publication Date: Published on Oct 13

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.11288
• PDF: https://arxiv.org/pdf/2510.11288

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