🔹 Title: Watch and Learn: Learning to Use Computers from Online Videos

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04673
• PDF: https://arxiv.org/pdf/2510.04673

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🔹 Title: Good Intentions Beyond ACL: Who Does NLP for Social Good, and Where?

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04434
• PDF: https://arxiv.org/pdf/2510.04434

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🔹 Title: MITS: Enhanced Tree Search Reasoning for LLMs via Pointwise Mutual Information

🔹 Publication Date: Published on Oct 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03632
• PDF: https://arxiv.org/pdf/2510.03632

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🔹 Title: SwiReasoning: Switch-Thinking in Latent and Explicit for Pareto-Superior Reasoning LLMs

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05069
• PDF: https://arxiv.org/pdf/2510.05069

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🔹 Title: Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04618
• PDF: https://arxiv.org/pdf/2510.04618

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🔹 Title: Thai Semantic End-of-Turn Detection for Real-Time Voice Agents

🔹 Publication Date: Published on Oct 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04016
• PDF: https://arxiv.org/pdf/2510.04016

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🔹 Title: Graph2Eval: Automatic Multimodal Task Generation for Agents via Knowledge Graphs

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.00507
• PDF: https://arxiv.org/pdf/2510.00507
• Github: https://github.com/YurunChen/Graph2Eval

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🔹 Title: HiKE: Hierarchical Evaluation Framework for Korean-English Code-Switching Speech Recognition

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24613
• PDF: https://arxiv.org/pdf/2509.24613
• Github: https://github.com/ThetaOne-AI/HiKE

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/thetaone-ai/HiKE

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🔹 Title: ChronoEdit: Towards Temporal Reasoning for Image Editing and World Simulation

🔹 Publication Date: Published on Oct 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04290
• PDF: https://arxiv.org/pdf/2510.04290
• Project Page: https://research.nvidia.com/labs/toronto-ai/chronoedit
• Github: https://github.com/nv-tlabs/ChronoEdit

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🔹 Title: AdvEvo-MARL: Shaping Internalized Safety through Adversarial Co-Evolution in Multi-Agent Reinforcement Learning

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01586
• PDF: https://arxiv.org/pdf/2510.01586

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🔹 Title: EvolProver: Advancing Automated Theorem Proving by Evolving Formalized Problems via Symmetry and Difficulty

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/pdf/2510.00732
• PDF: https://arxiv.org/pdf/2510.00732

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🔹 Title: Alignment Tipping Process: How Self-Evolution Pushes LLM Agents Off the Rails

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04860
• PDF: https://arxiv.org/pdf/2510.04860
• Github: https://github.com/aiming-lab/ATP

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🔹 Title: Epistemic Diversity and Knowledge Collapse in Large Language Models

🔹 Publication Date: Published on Oct 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04226
• PDF: https://arxiv.org/pdf/2510.04226

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🔹 Title: Self-Reflective Generation at Test Time

🔹 Publication Date: Published on Oct 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.02919
• PDF: https://arxiv.org/pdf/2510.02919

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🔹 Title: Imperceptible Jailbreaking against Large Language Models

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05025
• PDF: https://arxiv.org/pdf/2510.05025

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🔹 Title: MoME: Mixture of Matryoshka Experts for Audio-Visual Speech Recognition

🔹 Publication Date: Published on Oct 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04136
• PDF: https://arxiv.org/pdf/2510.04136

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🔹 Title: SAEdit: Token-level control for continuous image editing via Sparse AutoEncoder

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05081
• PDF: https://arxiv.org/pdf/2510.05081
• Github: https://ronen94.github.io/SAEdit/

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🔹 Title: Code4MeV2: a Research-oriented Code-completion Platform

🔹 Publication Date: Published on Oct 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03755
• PDF: https://arxiv.org/pdf/2510.03755
• Project Page: https://app.code4me.me/
• Github: https://github.com/AISE-TUDelft/code4me2-server

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🔹 Title: LLMSQL: Upgrading WikiSQL for the LLM Era of Text-to-SQL

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.02350
• PDF: https://arxiv.org/pdf/2510.02350
• Project Page: https://llmsql.github.io/llmsql-benchmark/
• Github: https://github.com/LLMSQL/llmsql-benchmark

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/llmsql-bench/llmsql-benchmark

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🔹 Title: Optimal Scaling Needs Optimal Norm

🔹 Publication Date: Published on Oct 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03871
• PDF: https://arxiv.org/pdf/2510.03871

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🔹 Title: Character Mixing for Video Generation

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05093
• PDF: https://arxiv.org/pdf/2510.05093
• Project Page: https://tingtingliao.github.io/mimix/
• Github: https://tingtingliao.github.io/mimix/

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