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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

2025-10-15 至 2025-10-15 共收录 46
2505.18943 2025-10-15 cs.CL

MetaMind: Modeling Human Social Thoughts with Metacognitive Multi-Agent Systems

Xuanming Zhang, Yuxuan Chen, Samuel Yeh, Sharon Li

机构 * Tsinghua University(清华大学)

Comments NeurIPS 2025 Spotlight

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2505.15877 2025-10-15 cs.CV cs.CL cs.LG

Highlighting What Matters: Promptable Embeddings for Attribute-Focused Image Retrieval

Siting Li, Xiang Gao, Simon Shaolei Du

Comments NeurIPS 2025; 27 pages, 6 figures

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2505.12434 2025-10-15 cs.CV

VideoRFT: Incentivizing Video Reasoning Capability in MLLMs via Reinforced Fine-Tuning

Qi Wang, Yanrui Yu, Ye Yuan, Rui Mao, Tianfei Zhou

机构 * Beijing Institute of Technology(北京理工大学) Shenzhen University(深圳大学)

Comments Accepted by NeurIPS 2025. Code: https://github.com/QiWang98/VideoRFT

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2505.11886 2025-10-15 cs.RO

Aux-Think: Exploring Reasoning Strategies for Data-Efficient Vision-Language Navigation

Shuo Wang, Yongcai Wang, Wanting Li, Xudong Cai, Yucheng Wang, Maiyue Chen, Kaihui Wang, Zhizhong Su, Deying Li, Zhaoxin Fan

机构 * Renmin University of China(中国人民大学) Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing(北京未来区块链与隐私计算先进创新中心) Horizon Robotics(地平线机器人)

Journal ref NeurIPS 2025

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2505.11065 2025-10-15 cs.CE cs.AI cs.MA

Time Travel is Cheating: Going Live with DeepFund for Real-Time Fund Investment Benchmarking

Changlun Li, Yao Shi, Chen Wang, Qiqi Duan, Runke Ruan, Weijie Huang, Haonan Long, Lijun Huang, Nan Tang, Yuyu Luo

机构 * The Hong Kong University of Science and Technology (Guangzhou)(香港理工大学(广州)) Paradoox AI Research(Paradoox AI研究院)

Comments NeurIPS 2025 Datasets and Benchmarks Track

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2504.06486 2025-10-15 cs.CV

Mind the (Data) Gap: Evaluating Vision Systems in Small Data Applications

Samuel Stevens, S M Rayeed, Jenna Kline

机构 * The Ohio State University(俄亥俄州立大学) Rensselaer Polytechnic Institute(拉特格斯理工学院)

Comments 5 pages (main text), 3 figures. Accepted at the Imageomics Workshop at NeurIPS 2025

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2503.19764 2025-10-15 cs.CV cs.RO

OpenLex3D: A Tiered Evaluation Benchmark for Open-Vocabulary 3D Scene Representations

Christina Kassab, Sacha Morin, Martin Büchner, Matías Mattamala, Kumaraditya Gupta, Abhinav Valada, Liam Paull, Maurice Fallon

Comments NeurIPS 2025

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2502.02631 2025-10-15 cs.LG cs.AI cs.CL cs.CV

ParetoQ: Improving Scaling Laws in Extremely Low-bit LLM Quantization

Zechun Liu, Changsheng Zhao, Hanxian Huang, Sijia Chen, Jing Zhang, Jiawei Zhao, Scott Roy, Lisa Jin, Yunyang Xiong, Yangyang Shi, Lin Xiao, Yuandong Tian, Bilge Soran, Raghuraman Krishnamoorthi, Tijmen Blankevoort, Vikas Chandra

机构 * Meta AI

Comments NeurIPS 2025. Model weights are available at https://huggingface.co/collections/facebook/mobilellm-6722be18cb86c20ebe113e95

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2502.00299 2025-10-15 cs.CL

ChunkKV: Semantic-Preserving KV Cache Compression for Efficient Long-Context LLM Inference

Xiang Liu, Zhenheng Tang, Peijie Dong, Zeyu Li, Yue Liu, Bo Li, Xuming Hu, Xiaowen Chu

机构 * The Hong Kong University of Science and Technology (Guangzhou)(香港科学与技术大学(广州)) CSE, The Hong Kong University of Science and Technology(香港科学与技术大学计算机科学与工程系) Guangzhou HKUST Fok Ying Tung Research Institute(广州HKUST福 Ying Tung研究 institute) Terminus Technologies

Comments NeurIPS 2025

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2501.11866 2025-10-15 cs.LG cs.CY

Evaluating multiple models using labeled and unlabeled data

Divya Shanmugam, Shuvom Sadhuka, Manish Raghavan, John Guttag, Bonnie Berger, Emma Pierson

机构 * Department of Computer Science, Cornell University(康奈尔大学计算机科学系) Department of Electrical Engineering & Computer Science, MIT(麻省理工学院电子工程与计算机科学系) Sloan School of Management, MIT(麻省理工学院斯隆管理学院) Department of Electrical Engineering & Computer Sciences, UC Berkeley(伯克利大学电子工程与计算机科学系)

Comments To appear at NeurIPS 2025

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2412.09059 2025-10-15 cs.LG

Go With the Flow: Fast Diffusion for Gaussian Mixture Models

George Rapakoulias, Ali Reza Pedram, Fengjiao Liu, Lingjiong Zhu, Panagiotis Tsiotras

机构 * Georgia Institute of Technology(佐治亚理工学院) University of Oklahoma(俄克拉荷马大学) FAMU-FSU College of Engineering(佛罗里达大学-佛罗里达州立大学工程学院) Florida State University(佛罗里达州立大学)

Comments NIPS 2025 (spotlight)

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2407.07221 2025-10-15 cs.CV cs.CR

Tracing Back the Malicious Clients in Poisoning Attacks to Federated Learning

Yuqi Jia, Minghong Fang, Hongbin Liu, Jinghuai Zhang, Neil Zhenqiang Gong

Comments Conference on Neural Information Processing Systems (NeurIPS) 2025

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2406.02613 2025-10-15 cs.LG cs.AI

ACCO: Accumulate While You Communicate for Communication-Overlapped Sharded LLM Training

Adel Nabli, Louis Fournier, Pierre Erbacher, Louis Serrano, Eugene Belilovsky, Edouard Oyallon

Journal ref The Thirty-ninth Annual Conference on Neural Information Processing Systems, Dec 2025, San diego (Californie), United States

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2402.10601 2025-10-15 cs.CL cs.AI

When "Competency" in Reasoning Opens the Door to Vulnerability: Jailbreaking LLMs via Novel Complex Ciphers

Divij Handa, Zehua Zhang, Amir Saeidi, Shrinidhi Kumbhar, Md Nayem Uddin, Aswin RRV, Chitta Baral

机构 * Arizona State University(亚利桑那州立大学)

Comments Published in Reliable ML from Unreliable Data workshop @ NeurIPS 2025

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2310.13862 2025-10-15 cs.LG cs.CR

Competitive Advantage Attacks to Decentralized Federated Learning

Yuqi Jia, Minghong Fang, Neil Zhenqiang Gong

Comments Conference on Neural Information Processing Systems (NeurIPS) 2025

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2302.10359 2025-10-15 cs.LG cs.DS stat.ML

Replicable Clustering

Hossein Esfandiari, Amin Karbasi, Vahab Mirrokni, Grigoris Velegkas, Felix Zhou

Comments to be published in NeurIPS 2023

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