📌 Paper Walkthrough: Attention Is All You Need

🗂 Category: DEEP LEARNING

🕒 Date: 2024-11-03 | ⏱️ Read time: 46 min read

The complete guide to implementing a Transformer from scratch

🔹 Title: LIMI: Less is More for Agency

🔹 Publication Date: Published on Sep 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.17567
• PDF: https://arxiv.org/pdf/2509.17567
• Project Page: https://github.com/GAIR-NLP/LIMI
• Github: https://github.com/GAIR-NLP/LIMI

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/GAIR/LIMI

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🔹 Title: StereoAdapter: Adapting Stereo Depth Estimation to Underwater Scenes

🔹 Publication Date: Published on Sep 19

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.16415
• PDF: https://arxiv.org/pdf/2509.16415
• Project Page: https://aigeeksgroup.github.io/StereoAdapter/
• Github: https://github.com/AIGeeksGroup/StereoAdapter

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🔹 Title: Understanding Embedding Scaling in Collaborative Filtering

🔹 Publication Date: Published on Sep 19

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.15709
• PDF: https://arxiv.org/pdf/2509.15709

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🔹 Title: AuditoryBench++: Can Language Models Understand Auditory Knowledge without Hearing?

🔹 Publication Date: Published on Sep 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.17641
• PDF: https://arxiv.org/pdf/2509.17641
• Github: https://auditorybenchpp.github.io/

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🔹 Title: When Big Models Train Small Ones: Label-Free Model Parity Alignment for Efficient Visual Question Answering using Small VLMs

🔹 Publication Date: Published on Sep 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.16633
• PDF: https://arxiv.org/pdf/2509.16633
• Github: https://github.com/vl2g/MPA

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🔹 Title: From Uniform to Heterogeneous: Tailoring Policy Optimization to Every Token's Nature

🔹 Publication Date: Published on Sep 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.16591
• PDF: https://arxiv.org/pdf/2509.16591
• Github: https://github.com/starriver030515/HAPO

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🔹 Title: MetaEmbed: Scaling Multimodal Retrieval at Test-Time with Flexible Late Interaction

🔹 Publication Date: Published on Sep 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.18095
• PDF: https://arxiv.org/pdf/2509.18095

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🔹 Title: GeoPQA: Bridging the Visual Perception Gap in MLLMs for Geometric Reasoning

🔹 Publication Date: Published on Sep 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.17437
• PDF: https://arxiv.org/pdf/2509.17437

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🔹 Title: VaseVQA: Multimodal Agent and Benchmark for Ancient Greek Pottery

🔹 Publication Date: Published on Sep 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.17191
• PDF: https://arxiv.org/pdf/2509.17191

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🔹 Title: TempSamp-R1: Effective Temporal Sampling with Reinforcement Fine-Tuning for Video LLMs

🔹 Publication Date: Published on Sep 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.18056
• PDF: https://arxiv.org/pdf/2509.18056

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🔹 Title: Turk-LettuceDetect: A Hallucination Detection Models for Turkish RAG Applications

🔹 Publication Date: Published on Sep 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.17671
• PDF: https://arxiv.org/pdf/2509.17671

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/newmindai/RAGTruth-TR

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🔹 Title: CodeFuse-CR-Bench: A Comprehensiveness-aware Benchmark for End-to-End Code Review Evaluation in Python Projects

🔹 Publication Date: Published on Sep 18

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.14856
• PDF: https://arxiv.org/pdf/2509.14856

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🔹 Title: SCAN: Self-Denoising Monte Carlo Annotation for Robust Process Reward Learning

🔹 Publication Date: Published on Sep 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.16548
• PDF: https://arxiv.org/pdf/2509.16548

🔹 Datasets citing this paper:
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🔹 Title: QWHA: Quantization-Aware Walsh-Hadamard Adaptation for Parameter-Efficient Fine-Tuning on Large Language Models

🔹 Publication Date: Published on Sep 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.17428
• PDF: https://arxiv.org/pdf/2509.17428
• Github: https://github.com/vantaa89/qwha

🔹 Datasets citing this paper:
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🔹 Title: Reasoning Core: A Scalable RL Environment for LLM Symbolic Reasoning

🔹 Publication Date: Published on Sep 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.18083
• PDF: https://arxiv.org/pdf/2509.18083
• Project Page: https://github.com/sileod/reasoning_core
• Github: https://github.com/sileod/reasoning_core

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/reasoning-core/rc1

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🔹 Title: FlagEval Findings Report: A Preliminary Evaluation of Large Reasoning Models on Automatically Verifiable Textual and Visual Questions

🔹 Publication Date: Published on Sep 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.17177
• PDF: https://arxiv.org/pdf/2509.17177

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/BAAI/ROME

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🔹 Title: DIWALI - Diversity and Inclusivity aWare cuLture specific Items for India: Dataset and Assessment of LLMs for Cultural Text Adaptation in Indian Context

🔹 Publication Date: Published on Sep 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.17399
• PDF: https://arxiv.org/pdf/2509.17399
• Project Page: https://nlip-lab.github.io/nlip/publications/diwali/
• Github: https://huggingface.co/papers/!https:/github.com/pramitsahoo/culture-evaluation

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/nlip/DIWALI

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🔹 Title: Cross-Attention is Half Explanation in Speech-to-Text Models

🔹 Publication Date: Published on Sep 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.18010
• PDF: https://arxiv.org/pdf/2509.18010
• Project Page: https://huggingface.co/collections/meetween/meetweens-research-papers-68d28369b32dbced7ff9e0df

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🔹 Title: UniPixel: Unified Object Referring and Segmentation for Pixel-Level Visual Reasoning

🔹 Publication Date: Published on Sep 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.18094
• PDF: https://arxiv.org/pdf/2509.18094
• Github: https://github.com/PolyU-ChenLab/UniPixel

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