🔹 Title: Winning the Pruning Gamble: A Unified Approach to Joint Sample and Token Pruning for Efficient Supervised Fine-Tuning

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23873
• PDF: https://arxiv.org/pdf/2509.23873

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🔹 Title: EntroPE: Entropy-Guided Dynamic Patch Encoder for Time Series Forecasting

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26157
• PDF: https://arxiv.org/pdf/2509.26157
• Github: https://github.com/Sachithx/EntroPE

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🔹 Title: d^2Cache: Accelerating Diffusion-Based LLMs via Dual Adaptive Caching

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23094
• PDF: https://arxiv.org/pdf/2509.23094
• Github: https://github.com/Kamichanw/d2Cache

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🔹 Title: jina-reranker-v3: Last but Not Late Interaction for Document Reranking

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25085
• PDF: https://arxiv.org/pdf/2509.25085

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🔹 Title: Estimating Time Series Foundation Model Transferability via In-Context Learning

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23695
• PDF: https://arxiv.org/pdf/2509.23695

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🔹 Title: The Dragon Hatchling: The Missing Link between the Transformer and Models of the Brain

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26507
• PDF: https://arxiv.org/pdf/2509.26507
• Github: https://github.com/pathwaycom/bdh

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🔹 Title: Specialization after Generalization: Towards Understanding Test-Time Training in Foundation Models

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24510
• PDF: https://arxiv.org/pdf/2509.24510
• Github: https://github.com/patrikwolf/ttt_theory

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🔹 Title: Context Is What You Need: The Maximum Effective Context Window for Real World Limits of LLMs

🔹 Publication Date: Published on Sep 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.21361
• PDF: https://arxiv.org/pdf/2509.21361

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🔹 Title: Video Object Segmentation-Aware Audio Generation

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26604
• PDF: https://arxiv.org/pdf/2509.26604
• Project Page: https://saganet.notion.site
• Github: https://github.com/ilpoviertola/SAGANet

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🔹 Title: Thinking-Free Policy Initialization Makes Distilled Reasoning Models More Effective and Efficient Reasoners

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26226
• PDF: https://arxiv.org/pdf/2509.26226

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🔹 Title: Convolutional Set Transformer

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22889
• PDF: https://arxiv.org/pdf/2509.22889
• Project Page: https://github.com/chinefed/convolutional-set-transformer
• Github: https://github.com/chinefed/convolutional-set-transformer

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🔹 Title: GeoRemover: Removing Objects and Their Causal Visual Artifacts

🔹 Publication Date: Published on Sep 23

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.18538
• PDF: https://arxiv.org/pdf/2509.18538
• Github: https://github.com/buxiangzhiren/GeoRemover

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🔹 Title: Muon Outperforms Adam in Tail-End Associative Memory Learning

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26030
• PDF: https://arxiv.org/pdf/2509.26030

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🔹 Title: Nudging the Boundaries of LLM Reasoning

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25666
• PDF: https://arxiv.org/pdf/2509.25666

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🔹 Title: DeepCodeSeek: Real-Time API Retrieval for Context-Aware Code Generation

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25716
• PDF: https://arxiv.org/pdf/2509.25716

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🔹 Title: LLM Watermark Evasion via Bias Inversion

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23019
• PDF: https://arxiv.org/pdf/2509.23019

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🔹 Title: Learning to Reason as Action Abstractions with Scalable Mid-Training RL

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25810
• PDF: https://arxiv.org/pdf/2509.25810

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🔹 Title: CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24088
• PDF: https://arxiv.org/pdf/2509.24088

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🔹 Title: Swift: An Autoregressive Consistency Model for Efficient Weather Forecasting

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25631
• PDF: https://arxiv.org/pdf/2509.25631
• Github: https://github.com/stockeh/swift

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