期刊&会议

NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

2025-11-12 至 2025-11-12 共收录 34 篇

2511.07505 2025-11-12 cs.CR cs.AI

FedRW: Efficient Privacy-Preserving Data Reweighting for Enhancing Federated Learning of Language Models

Pukang Ye, Junwei Luo, Xiaolei Dong, Yunbo Yang

机构 * East China Normal University（华东师范大学）； Wuhan University（武汉大学）； Zhejiang University（浙江大学）； ZStack ； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security Q（杭州高新区（滨江）区块链与数据安全研究院）

Comments Accepted at NeurIPS 2025. Code is available at https://github.com/Hecateto/FedRW

2511.07470 2025-11-12 cs.LG

Slimmable NAM: Neural Amp Models with adjustable runtime computational cost

Steven Atkinson

机构 * Atkinson Advanced Modeling, LLC（阿特金森先进建模公司）

Comments 2 pages, 2 figures. Accepted to NeurIPS 2025 workshop on AI for Music

2506.04411 2025-11-12 cs.LG

Self-Supervised Contrastive Learning is Approximately Supervised Contrastive Learning

Achleshwar Luthra, Tianbao Yang, Tomer Galanti

机构 * Texas A&M University（德克萨斯农工大学）

Comments Published at NeurIPS 2025

2505.00661 2025-11-12 cs.CL cs.AI cs.LG

On the generalization of language models from in-context learning and finetuning: a controlled study

Andrew K. Lampinen, Arslan Chaudhry, Stephanie C. Y. Chan, Cody Wild, Diane Wan, Alex Ku, Jörg Bornschein, Razvan Pascanu, Murray Shanahan, James L. McClelland

机构 * Google DeepMind（谷歌DeepMind）； Google DeepMind & Stanford University（谷歌DeepMind与斯坦福大学）

Comments FoRLM workshop, NeurIPS 2025