🔹 Title: Detect Anything via Next Point Prediction

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12798
• PDF: https://arxiv.org/pdf/2510.12798
• Project Page: https://rex-omni.github.io/
• Github: https://github.com/IDEA-Research/Rex-Omni

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🔹 Title: UniFusion: Vision-Language Model as Unified Encoder in Image Generation

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12789
• PDF: https://arxiv.org/pdf/2510.12789
• Project Page: https://thekevinli.github.io/unifusion/

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🔹 Title: DITING: A Multi-Agent Evaluation Framework for Benchmarking Web Novel Translation

🔹 Publication Date: Published on Oct 10

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.09116
• PDF: https://arxiv.org/pdf/2510.09116
• Github: https://github.com/WHUNextGen/DITING

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• https://huggingface.co/datasets/NextGenWhu/DITING

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🔹 Title: Scaling Language-Centric Omnimodal Representation Learning

🔹 Publication Date: Published on Oct 13

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.11693
• PDF: https://arxiv.org/pdf/2510.11693
• Project Page: https://huggingface.co/LCO-Embedding
• Github: https://github.com/LCO-Embedding/LCO-Embedding

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🔹 Title: A Survey of Vibe Coding with Large Language Models

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12399
• PDF: https://arxiv.org/pdf/2510.12399
• Github: https://github.com/YuyaoGe/Awesome-Vibe-Coding

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🔹 Title: ERA: Transforming VLMs into Embodied Agents via Embodied Prior Learning and Online Reinforcement Learning

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12693
• PDF: https://arxiv.org/pdf/2510.12693
• Project Page: https://embodied-reasoning-agent.github.io
• Github: https://embodied-reasoning-agent.github.io

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🔹 Title: Boundary-Guided Policy Optimization for Memory-efficient RL of Diffusion Large Language Models

🔹 Publication Date: Published on Oct 13

🔹 Paper Links:
• arXiv Page: https://arxiv.org/pdf/2510.11683
• PDF: https://arxiv.org/pdf/2510.11683
• Github: https://github.com/THU-KEG/BGPO

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🔹 Title: SRUM: Fine-Grained Self-Rewarding for Unified Multimodal Models

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12784
• PDF: https://arxiv.org/pdf/2510.12784
• Project Page: https://waynejin0918.github.io/srum_web/
• Github: https://github.com/WayneJin0918/SRUM

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🔹 Title: Dr.LLM: Dynamic Layer Routing in LLMs

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12773
• PDF: https://arxiv.org/pdf/2510.12773
• Github: https://github.com/parameterlab/dr-llm

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🔹 Title: Spatial Forcing: Implicit Spatial Representation Alignment for Vision-language-action Model

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: http://arxiv.org/abs/2510.12276
• PDF: https://arxiv.org/pdf/2510.12276
• Github: https://github.com/OpenHelix-Team/Spatial-Forcing

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🔹 Title: What If : Understanding Motion Through Sparse Interactions

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12777
• PDF: https://arxiv.org/pdf/2510.12777
• Project Page: https://compvis.github.io/flow-poke-transformer/
• Github: https://github.com/CompVis/flow-poke-transformer

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🔹 Title: SAIL-Embedding Technical Report: Omni-modal Embedding Foundation Model

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12709
• PDF: https://arxiv.org/pdf/2510.12709

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🔹 Title: HoneyBee: Data Recipes for Vision-Language Reasoners

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12225
• PDF: https://arxiv.org/pdf/2510.12225

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🔹 Title: ViCO: A Training Strategy towards Semantic Aware Dynamic High-Resolution

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12793
• PDF: https://arxiv.org/pdf/2510.12793

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🔹 Title: ExpVid: A Benchmark for Experiment Video Understanding & Reasoning

🔹 Publication Date: Published on Oct 13

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.11606
• PDF: https://arxiv.org/pdf/2510.11606
• Github: https://github.com/OpenGVLab/ExpVid

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/OpenGVLab/ExpVid

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🔹 Title: Temporal Alignment Guidance: On-Manifold Sampling in Diffusion Models

🔹 Publication Date: Published on Oct 13

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.11057
• PDF: https://arxiv.org/pdf/2510.11057

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🔹 Title: MLLM as a UI Judge: Benchmarking Multimodal LLMs for Predicting Human Perception of User Interfaces

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.08783
• PDF: https://arxiv.org/pdf/2510.08783

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🔹 Title: One Life to Learn: Inferring Symbolic World Models for Stochastic Environments from Unguided Exploration

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12088
• PDF: https://arxiv.org/pdf/2510.12088
• Project Page: https://onelife-worldmodel.github.io
• Github: https://huggingface.co/papers/onelife-worldmodel.github.io

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🔹 Title: Robot Learning: A Tutorial

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12403
• PDF: https://arxiv.org/pdf/2510.12403

🔹 Datasets citing this paper:
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🔹 Title: Information-Preserving Reformulation of Reasoning Traces for Antidistillation

🔹 Publication Date: Published on Oct 13

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.11545
• PDF: https://arxiv.org/pdf/2510.11545

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🔹 Title: ReFIne: A Framework for Trustworthy Large Reasoning Models with Reliability, Faithfulness, and Interpretability

🔹 Publication Date: Published on Oct 10

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.09062
• PDF: https://arxiv.org/pdf/2510.09062
• Github: https://github.com/Trustworthy-ML-Lab/Training_Trustworthy_LRM_with_Refine

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