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期刊&会议

NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17326
2406.19236 2024-11-05 cs.AI cs.CV cs.RO

Human-Aware Vision-and-Language Navigation: Bridging Simulation to Reality with Dynamic Human Interactions

Heng Li, Minghan Li, Zhi-Qi Cheng, Yifei Dong, Yuxuan Zhou, Jun-Yan He, Qi Dai, Teruko Mitamura, Alexander G. Hauptmann

Comments Spotlight at NeurIPS 2024 D&B Track. 32 pages, 18 figures, Project Page: https://lpercc.github.io/HA3D_simulator/

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2406.16192 2024-11-05 cs.CV

HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis

Guillaume Jaume, Paul Doucet, Andrew H. Song, Ming Y. Lu, Cristina Almagro-Pérez, Sophia J. Wagner, Anurag J. Vaidya, Richard J. Chen, Drew F. K. Williamson, Ahrong Kim, Faisal Mahmood

Comments NeurIPS'24 Spotlight

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2406.11430 2024-11-05 cs.CL cs.AI

A Simple and Effective $L_2$ Norm-Based Strategy for KV Cache Compression

Alessio Devoto, Yu Zhao, Simone Scardapane, Pasquale Minervini

Comments This is an extended version of a paper published in the proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024); this version was presented at the 4th NeurIPS Workshop on Efficient Natural Language and Speech Processing (ENLSP-IV)

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2406.11161 2024-11-05 cs.AI cs.MM

Emotion-LLaMA: Multimodal Emotion Recognition and Reasoning with Instruction Tuning

Zebang Cheng, Zhi-Qi Cheng, Jun-Yan He, Jingdong Sun, Kai Wang, Yuxiang Lin, Zheng Lian, Xiaojiang Peng, Alexander Hauptmann

Comments Accepted at NeurIPS 2024. 49 pages, 13 figures, Project: https://github.com/ZebangCheng/Emotion-LLaMA, Demo: https://huggingface.co/spaces/ZebangCheng/Emotion-LLaMA

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2406.09728 2024-11-05 cs.CV cs.GR

Neural Pose Representation Learning for Generating and Transferring Non-Rigid Object Poses

Seungwoo Yoo, Juil Koo, Kyeongmin Yeo, Minhyuk Sung

Comments NeurIPS 2024

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2406.09586 2024-11-05 q-bio.BM

Protein-Nucleic Acid Complex Modeling with Frame Averaging Transformer

Tinglin Huang, Zhenqiao Song, Rex Ying, Wengong Jin

Comments Accepted at NeurIPS 2024

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2406.09405 2024-11-05 cs.LG cond-mat.dis-nn stat.ML

Why Warmup the Learning Rate? Underlying Mechanisms and Improvements

Dayal Singh Kalra, Maissam Barkeshli

Comments Accepted at NeurIPS 2024 (camera-ready version). Updates: (1) self-stabilization model for warmup mechanisms added, (2) introduced Flat Adam optimizer, (3) additional results for language modeling results and comparison to RAdam

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2406.06527 2024-11-05 cs.CV cs.AI cs.GR

IllumiNeRF: 3D Relighting Without Inverse Rendering

Xiaoming Zhao, Pratul P. Srinivasan, Dor Verbin, Keunhong Park, Ricardo Martin Brualla, Philipp Henzler

Comments NeurIPS 2024; v2 (for camera-ready) added single-GPU results and discussions on Stanford-ORB illuminations; Project page: https://illuminerf.github.io/

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2406.06467 2024-11-05 cs.LG cs.AI stat.ML

How Far Can Transformers Reason? The Globality Barrier and Inductive Scratchpad

Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Colin Sandon, Omid Saremi

Comments To appear in NeurIPS 2024

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2406.06452 2024-11-05 stat.ME cs.LG stat.ML

Estimating Heterogeneous Treatment Effects by Combining Weak Instruments and Observational Data

Miruna Oprescu, Nathan Kallus

Comments 30 pages, 4 figures, NeurIPS 2024

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2406.06007 2024-11-05 cs.LG cs.CL cs.CV cs.CY

CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models

Peng Xia, Ze Chen, Juanxi Tian, Yangrui Gong, Ruibo Hou, Yue Xu, Zhenbang Wu, Zhiyuan Fan, Yiyang Zhou, Kangyu Zhu, Wenhao Zheng, Zhaoyang Wang, Xiao Wang, Xuchao Zhang, Chetan Bansal, Marc Niethammer, Junzhou Huang, Hongtu Zhu, Yun Li, Jimeng Sun, Zongyuan Ge, Gang Li, James Zou, Huaxiu Yao

Comments NeurIPS 2024 Datasets and Benchmarks Track

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2406.05967 2024-11-05 cs.CV cs.AI cs.CL cs.LG

CVQA: Culturally-diverse Multilingual Visual Question Answering Benchmark

David Romero, Chenyang Lyu, Haryo Akbarianto Wibowo, Teresa Lynn, Injy Hamed, Aditya Nanda Kishore, Aishik Mandal, Alina Dragonetti, Artem Abzaliev, Atnafu Lambebo Tonja, Bontu Fufa Balcha, Chenxi Whitehouse, Christian Salamea, Dan John Velasco, David Ifeoluwa Adelani, David Le Meur, Emilio Villa-Cueva, Fajri Koto, Fauzan Farooqui, Frederico Belcavello, Ganzorig Batnasan, Gisela Vallejo, Grainne Caulfield, Guido Ivetta, Haiyue Song, Henok Biadglign Ademtew, Hernán Maina, Holy Lovenia, Israel Abebe Azime, Jan Christian Blaise Cruz, Jay Gala, Jiahui Geng, Jesus-German Ortiz-Barajas, Jinheon Baek, Jocelyn Dunstan, Laura Alonso Alemany, Kumaranage Ravindu Yasas Nagasinghe, Luciana Benotti, Luis Fernando D'Haro, Marcelo Viridiano, Marcos Estecha-Garitagoitia, Maria Camila Buitrago Cabrera, Mario Rodríguez-Cantelar, Mélanie Jouitteau, Mihail Mihaylov, Mohamed Fazli Mohamed Imam, Muhammad Farid Adilazuarda, Munkhjargal Gochoo, Munkh-Erdene Otgonbold, Naome Etori, Olivier Niyomugisha, Paula Mónica Silva, Pranjal Chitale, Raj Dabre, Rendi Chevi, Ruochen Zhang, Ryandito Diandaru, Samuel Cahyawijaya, Santiago Góngora, Soyeong Jeong, Sukannya Purkayastha, Tatsuki Kuribayashi, Teresa Clifford, Thanmay Jayakumar, Tiago Timponi Torrent, Toqeer Ehsan, Vladimir Araujo, Yova Kementchedjhieva, Zara Burzo, Zheng Wei Lim, Zheng Xin Yong, Oana Ignat, Joan Nwatu, Rada Mihalcea, Thamar Solorio, Alham Fikri Aji

Comments 38th Conference on Neural Information Processing Systems (NeurIPS 2024) Track on Datasets and Benchmarks

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2406.05954 2024-11-05 cs.AI cs.LG cs.SY eess.SY

Aligning Large Language Models with Representation Editing: A Control Perspective

Lingkai Kong, Haorui Wang, Wenhao Mu, Yuanqi Du, Yuchen Zhuang, Yifei Zhou, Yue Song, Rongzhi Zhang, Kai Wang, Chao Zhang

Comments NeurIPS 2024

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2406.02383 2024-11-05 cs.CV cs.AI cs.GR cs.LG

Learning to Edit Visual Programs with Self-Supervision

R. Kenny Jones, Renhao Zhang, Aditya Ganeshan, Daniel Ritchie

Comments Neurips 2024

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2406.02366 2024-11-05 cs.LG cs.AI

Finding NeMo: Localizing Neurons Responsible For Memorization in Diffusion Models

Dominik Hintersdorf, Lukas Struppek, Kristian Kersting, Adam Dziedzic, Franziska Boenisch

Comments Published as a conference paper at NeurIPS 2024

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2406.01577 2024-11-05 cs.LG math.OC stat.ML

An Equivalence Between Static and Dynamic Regret Minimization

Andrew Jacobsen, Francesco Orabona

Comments 36 pages; v2: NeurIPS 2024

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2405.20092 2024-11-05 cs.CL cs.SE

Divide-and-Conquer Meets Consensus: Unleashing the Power of Functions in Code Generation

Jingchang Chen, Hongxuan Tang, Zheng Chu, Qianglong Chen, Zekun Wang, Ming Liu, Bing Qin

Comments NeurIPS 2024 oral

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2405.18886 2024-11-05 cs.LG cs.AI math.OC stat.ML

Compressing Large Language Models using Low Rank and Low Precision Decomposition

Rajarshi Saha, Naomi Sagan, Varun Srivastava, Andrea J. Goldsmith, Mert Pilanci

Comments Accepted to The 38th Conference on Neural Information Processing Systems (NeurIPS 2024). [31 pages, 10 figures, 9 tables]

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2405.18415 2024-11-05 cs.CV cs.AI cs.CL cs.LG

Why are Visually-Grounded Language Models Bad at Image Classification?

Yuhui Zhang, Alyssa Unell, Xiaohan Wang, Dhruba Ghosh, Yuchang Su, Ludwig Schmidt, Serena Yeung-Levy

Comments Published at NeurIPS 2024

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2405.18378 2024-11-05 cs.LG

A Canonicalization Perspective on Invariant and Equivariant Learning

George Ma, Yifei Wang, Derek Lim, Stefanie Jegelka, Yisen Wang

Comments In Thirty-eighth Conference on Neural Information Processing Systems (2024)

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2405.18330 2024-11-05 cs.CV cs.AI

Frustratingly Easy Test-Time Adaptation of Vision-Language Models

Matteo Farina, Gianni Franchi, Giovanni Iacca, Massimiliano Mancini, Elisa Ricci

Comments Camera-ready version for NeurIPS 2024

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2405.17653 2024-11-05 cs.LG cs.AI cs.CL

InversionView: A General-Purpose Method for Reading Information from Neural Activations

Xinting Huang, Madhur Panwar, Navin Goyal, Michael Hahn

Comments NeurIPS 2024; ICML 2024 Mechanistic Interpretability Workshop oral

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2405.16337 2024-11-05 cs.CL cs.AI

Learning to Reason via Program Generation, Emulation, and Search

Nathaniel Weir, Muhammad Khalifa, Linlu Qiu, Orion Weller, Peter Clark

Comments NeurIPS 2024 camera ready

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2405.16273 2024-11-05 cs.CV

M$^3$GPT: An Advanced Multimodal, Multitask Framework for Motion Comprehension and Generation

Mingshuang Luo, Ruibing Hou, Zhuo Li, Hong Chang, Zimo Liu, Yaowei Wang, Shiguang Shan

Comments Accepted at NeurIPS 2024, 21 pages, 7 figures

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2405.14839 2024-11-05 cs.CV cs.CL

A Textbook Remedy for Domain Shifts: Knowledge Priors for Medical Image Analysis

Yue Yang, Mona Gandhi, Yufei Wang, Yifan Wu, Michael S. Yao, Chris Callison-Burch, James C. Gee, Mark Yatskar

Comments Published in NeurIPS 2024 (Spotlight), project page: https://yueyang1996.github.io/knobo/

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2405.14734 2024-11-05 cs.CL cs.LG

SimPO: Simple Preference Optimization with a Reference-Free Reward

Yu Meng, Mengzhou Xia, Danqi Chen

Comments NeurIPS 2024. Code & models: https://github.com/princeton-nlp/SimPO. v3 updates: Gemma 2 results (Appendix J); more discussions about length normalization (Section 2.2) and KL regularization (Section 2.3)

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2405.14507 2024-11-05 cs.CL cs.LG

Unchosen Experts Can Contribute Too: Unleashing MoE Models' Power by Self-Contrast

Chufan Shi, Cheng Yang, Xinyu Zhu, Jiahao Wang, Taiqiang Wu, Siheng Li, Deng Cai, Yujiu Yang, Yu Meng

Comments NeurIPS 2024

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2405.14253 2024-11-05 cs.LG physics.comp-ph

Higher-Rank Irreducible Cartesian Tensors for Equivariant Message Passing

Viktor Zaverkin, Francesco Alesiani, Takashi Maruyama, Federico Errica, Henrik Christiansen, Makoto Takamoto, Nicolas Weber, Mathias Niepert

Comments Accepted at NeurIPS 2024 (camera-ready version)

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2405.14106 2024-11-05 cs.CR cs.LG

Nearly Tight Black-Box Auditing of Differentially Private Machine Learning

Meenatchi Sundaram Muthu Selva Annamalai, Emiliano De Cristofaro

Comments To appear in the Proceedings of the Thirty-eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024). Please cite accordingly

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2405.13997 2024-11-05 stat.ML cs.LG

Sigmoid Gating is More Sample Efficient than Softmax Gating in Mixture of Experts

Huy Nguyen, Nhat Ho, Alessandro Rinaldo

Comments Accepted to NeurIPS 2024, 26 pages

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