RAG / 检索增强生成

How Should We Evaluate Data Deletion in Graph-Based ANN Indexes?

在基于图的ANN索引中，我们应如何评估数据删除？

Tomohiro Yamashita, Daichi Amagata, Yusuke Matsui

机构 * The University of Tokyo（东京大学） ； The University of Osaka（大阪大学） 纠错

专题命中 向量检索 ：retrieval-augmented generation(abstract)

AI总结 本文提出了一种评估框架和指标，用于评估基于图的ANNS索引在动态数据中的数据删除效率，并提出删除控制方法以动态选择合适的删除策略。

Comments 4 pages, 4 figures. Accepted at NeurIPS 2025 Workshop on Machine Learning for Systems

The Faiss library

Matthijs Douze, Alexandr Guzhva, Chengqi Deng, Jeff Johnson, Gergely Szilvasy, Pierre-Emmanuel Mazaré, Maria Lomeli, Lucas Hosseini, Hervé Jégou

机构 * FAIR, Meta（FAIR，Meta） ； Zilliz ； DeepSeek ； Skip Labs 纠错

专题命中 向量检索 ：vector search(abstract)

A Stochastic Algorithm for Searching Saddle Points with Convergence Guarantee

Baoming Shi, Lei Zhang, Qiang Du

专题命中 向量检索 ：vector search(abstract)

Compressed Concatenation of Small Embedding Models

Mohamed Ayoub Ben Ayad, Michael Dinzinger, Kanishka Ghosh Dastidar, Jelena Mitrovic, Michael Granitzer

机构 * University of Passau（巴伐利亚大学） 纠错

专题命中 向量检索 ：dense retrieval(abstract)

UpANNS: Enhancing Billion-Scale ANNS Efficiency with Real-World PIM Architecture

Sitian Chen, Amelie Chi Zhou, Yucheng Shi, Yusen Li, Xin Yao

专题命中 向量检索 ：RAG(abstract)

Comments Accepted by SC 25

Suppressing Gradient Conflict for Generalizable Deepfake Detection

Ming-Hui Liu, Harry Cheng, Xin Luo, Xin-Shun Xu

机构 * School of Software, Shandong University（山东大学软件学院） ； Quan Cheng Laboratory（全成实验室） ； School of Computer Science, National University of Singapore（新加坡国立大学计算机科学学院） 纠错

专题命中 向量检索 ：vector search(abstract)

Comments V1

WindVE: Collaborative CPU-NPU Vector Embedding

Jinqi Huang, Xuebing Yu, Yi Xiong, Wenjie Huang, Entong Li, Li Zeng, Xin chen

专题命中 向量检索 ：retrieval-augmented generation(abstract)

Here Comes The AI Worm: Unleashing Zero-click Worms that Target GenAI-Powered Applications

Stav Cohen, Ron Bitton, Ben Nassi

专题命中 向量检索 ：RAG(abstract)

Comments Website: https://sites.google.com/view/compromptmized

Representation Learning of Daily Movement Data Using Text Encoders

Alexander Capstick, Tianyu Cui, Yu Chen, Payam Barnaghi

专题命中 向量检索 ：vector search(abstract)

Comments Accepted at ICLR 2024 Workshop on Learning from Time Series For Health: https://openreview.net/forum?id=mmxNNwxvWG

Journal ref International Conference on Learning Representations 2024 Workshop on Learning from Time Series For Health

MedImageInsight: An Open-Source Embedding Model for General Domain Medical Imaging

Noel C. F. Codella, Ying Jin, Shrey Jain, Yu Gu, Ho Hin Lee, Asma Ben Abacha, Alberto Santamaria-Pang, Will Guyman, Naiteek Sangani, Sheng Zhang, Hoifung Poon, Stephanie Hyland, Shruthi Bannur, Javier Alvarez-Valle, Xue Li, John Garrett, Alan McMillan, Gaurav Rajguru, Madhu Maddi, Nilesh Vijayrania, Rehaan Bhimai, Nick Mecklenburg, Rupal Jain, Daniel Holstein, Naveen Gaur, Vijay Aski, Jenq-Neng Hwang, Thomas Lin, Ivan Tarapov, Matthew Lungren, Mu Wei

专题命中 向量检索 ：retrieval augmented generation(abstract)

Residual Quantization with Implicit Neural Codebooks

Iris A. M. Huijben, Matthijs Douze, Matthew Muckley, Ruud J. G. van Sloun, Jakob Verbeek

专题命中 向量检索 ：vector search(abstract)

Comments To appear at ICML 2024

Tensor networks based quantum optimization algorithm

V. Akshay, Ar. Melnikov, A. Termanova, M. R. Perelshtein

专题命中 向量检索 ：vector search(abstract)

Comments 15 pages, 6 figures

BREATHE: Second-Order Gradients and Heteroscedastic Emulation based Design Space Exploration

Shikhar Tuli, Niraj K. Jha

专题命中 向量检索 ：vector search(abstract)

Projective Clustering Product Quantization

Aditya Krishnan, Edo Liberty

专题命中 向量检索 ：vector search(abstract)

Distributed Algorithms that Solve Boolean Equations with Local and Differential Privacies

Hongsheng Qi, Bo Li, Rui-Juan Jing, Lei Wang, Alexandre Proutiere, Guodong Shi

专题命中 向量检索 ：vector search(abstract)

Comments 34 pages, 5 figures

Algorithms for Similarity Search and Pseudorandomness

Tobias Christiani

专题命中 向量检索 ：vector search(abstract)

Comments PhD thesis