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期刊&会议

NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17326
2403.18802 2024-11-08 cs.CL cs.AI cs.LG

Long-form factuality in large language models

Jerry Wei, Chengrun Yang, Xinying Song, Yifeng Lu, Nathan Hu, Jie Huang, Dustin Tran, Daiyi Peng, Ruibo Liu, Da Huang, Cosmo Du, Quoc V. Le

Comments NeurIPS 2024; 72 pages, 18 figures, 30 tables. Code at https://github.com/google-deepmind/long-form-factuality

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2403.13749 2024-11-08 cs.LG

Weisfeiler and Leman Go Loopy: A New Hierarchy for Graph Representational Learning

Raffaele Paolino, Sohir Maskey, Pascal Welke, Gitta Kutyniok

Comments NeurIPS 2024 (Oral). The first two authors contributed equally

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2402.07193 2024-11-08 cs.LG math.OC stat.ML

Parameter Symmetry and Noise Equilibrium of Stochastic Gradient Descent

Liu Ziyin, Mingze Wang, Hongchao Li, Lei Wu

Comments NeurIPS camera ready

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2402.03478 2024-11-08 cs.LG cs.CV

Estimating Epistemic and Aleatoric Uncertainty with a Single Model

Matthew A. Chan, Maria J. Molina, Christopher A. Metzler

Comments 19 pages, 11 figures. To be published in Conference on Neural Information Processing Systems (NeurIPS) 2024

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2401.02561 2024-11-08 cs.LG

CONTRAST: Continual Multi-source Adaptation to Dynamic Distributions

Sk Miraj Ahmed, Fahim Faisal Niloy, Xiangyu Chang, Dripta S. Raychaudhuri, Samet Oymak, Amit K. Roy-Chowdhury

Comments NeurIPS 2024

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2311.01723 2024-11-08 cs.CV cs.AI

Towards Calibrated Robust Fine-Tuning of Vision-Language Models

Changdae Oh, Hyesu Lim, Mijoo Kim, Dongyoon Han, Sangdoo Yun, Jaegul Choo, Alexander Hauptmann, Zhi-Qi Cheng, Kyungwoo Song

Comments NeurIPS 2024 (a short version was presented at the NeurIPS 2023 Workshop on Distribution Shifts); Major modification of (v7): Fixing the x-axis of Figure 3 and Pearson correlation, accordingly

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2411.04097 2024-11-07 cs.CV cs.AI

RaVL: Discovering and Mitigating Spurious Correlations in Fine-Tuned Vision-Language Models

Maya Varma, Jean-Benoit Delbrouck, Zhihong Chen, Akshay Chaudhari, Curtis Langlotz

Comments NeurIPS 2024

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2411.04054 2024-11-07 stat.ML cs.LG

Partial Structure Discovery is Sufficient for No-regret Learning in Causal Bandits

Muhammad Qasim Elahi, Mahsa Ghasemi, Murat Kocaoglu

Comments To appear in Proceedings of NeurIPS 24

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2411.03978 2024-11-07 cs.LG

Customized Multiple Clustering via Multi-Modal Subspace Proxy Learning

Jiawei Yao, Qi Qian, Juhua Hu

Comments Accepted by NeurIPS 2024

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2411.03829 2024-11-07 cs.CV

Generalize or Detect? Towards Robust Semantic Segmentation Under Multiple Distribution Shifts

Zhitong Gao, Bingnan Li, Mathieu Salzmann, Xuming He

Comments Published in NeurIPS 2024

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2411.03794 2024-11-07 cs.CV

Harmformer: Harmonic Networks Meet Transformers for Continuous Roto-Translation Equivariance

Tomáš Karella, Adam Harmanec, Jan Kotera, Jan Blažek, Filip Šroubek

Comments Appears in NeurIPS 2024 Workshop on Symmetry and Geometry in Neural Representations

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2411.03786 2024-11-07 cs.LG

The N-Grammys: Accelerating Autoregressive Inference with Learning-Free Batched Speculation

Lawrence Stewart, Matthew Trager, Sujan Kumar Gonugondla, Stefano Soatto

Journal ref ENLSP-IV 2024 - 4th NeurIPS Efficient Natural Language and Speech Processing Workshop, Dec 2024, Vancouver, Canada

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2411.03663 2024-11-07 cs.LG cs.CR

Can Graph Neural Networks Expose Training Data Properties? An Efficient Risk Assessment Approach

Hanyang Yuan, Jiarong Xu, Renhong Huang, Mingli Song, Chunping Wang, Yang Yang

Comments In NeurIPS'24

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2411.03637 2024-11-07 cs.CV

Structure Consistent Gaussian Splatting with Matching Prior for Few-shot Novel View Synthesis

Rui Peng, Wangze Xu, Luyang Tang, Liwei Liao, Jianbo Jiao, Ronggang Wang

Comments NeurIPS 2024 Accepted

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2411.03604 2024-11-07 cs.LG cs.NE

Temporal-Difference Learning Using Distributed Error Signals

Jonas Guan, Shon Eduard Verch, Claas Voelcker, Ethan C. Jackson, Nicolas Papernot, William A. Cunningham

Comments 10 pages, to be published at NeurIPS 2024

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2411.03561 2024-11-07 cs.CV

Estimating Ego-Body Pose from Doubly Sparse Egocentric Video Data

Seunggeun Chi, Pin-Hao Huang, Enna Sachdeva, Hengbo Ma, Karthik Ramani, Kwonjoon Lee

Comments Accepted at NeurIPS 2024

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2411.03538 2024-11-07 cs.LG cs.CL

Long Context RAG Performance of Large Language Models

Quinn Leng, Jacob Portes, Sam Havens, Matei Zaharia, Michael Carbin

Comments 2024 NeurIPS workshop on Adaptive Foundation Models: Evolving AI for Personalized and Efficient Learning

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2411.03527 2024-11-07 cs.LG physics.optics

PACE: Pacing Operator Learning to Accurate Optical Field Simulation for Complicated Photonic Devices

Hanqing Zhu, Wenyan Cong, Guojin Chen, Shupeng Ning, Ray T. Chen, Jiaqi Gu, David Z. Pan

Comments Accepeted by Neurips 2024, 21 pages

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2411.03495 2024-11-07 cs.CL cs.AI

Automatic Generation of Question Hints for Mathematics Problems using Large Language Models in Educational Technology

Junior Cedric Tonga, Benjamin Clement, Pierre-Yves Oudeyer

Comments Accepted at NeurIPS 2024 Workshop on Large Foundation Models for Educational Assessment (FM-Assess)

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2411.03359 2024-11-07 cs.CV cs.AI cs.LG

Self-Calibrated Tuning of Vision-Language Models for Out-of-Distribution Detection

Geng Yu, Jianing Zhu, Jiangchao Yao, Bo Han

Comments accepted by NeurIPS 2024

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2411.03356 2024-11-07 cs.LG cs.AI

Enhancing Table Representations with LLM-powered Synthetic Data Generation

Dayu Yang, Natawut Monaikul, Amanda Ding, Bozhao Tan, Kishore Mosaliganti, Giri Iyengar

Comments the Thirty-Eighth Annual Conference on Neural Information Processing Systems Table Representation Workshop

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2411.03313 2024-11-07 cs.CV

Classification Done Right for Vision-Language Pre-Training

Zilong Huang, Qinghao Ye, Bingyi Kang, Jiashi Feng, Haoqi Fan

Comments NeurIPS 2024

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2411.02988 2024-11-07 cs.LG cs.AI

Confidence Calibration of Classifiers with Many Classes

Adrien LeCoz, Stéphane Herbin, Faouzi Adjed

Comments NeurIPS 2024; code available at https://github.com/allglc/tva-calibration

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2411.01521 2024-11-07 cs.AI cs.LG

Diversity Progress for Goal Selection in Discriminability-Motivated RL

Erik M. Lintunen, Nadia M. Ady, Christian Guckelsberger

Comments 11 pages including appendices, full-track paper at the Intrinsically Motivated Open-ended Learning workshop at NeurIPS 2024

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2410.13607 2024-11-07 cs.CV

DN-4DGS: Denoised Deformable Network with Temporal-Spatial Aggregation for Dynamic Scene Rendering

Jiahao Lu, Jiacheng Deng, Ruijie Zhu, Yanzhe Liang, Wenfei Yang, Tianzhu Zhang, Xu Zhou

Comments Accepted by NeurIPS 2024

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2410.11559 2024-11-07 cs.LG

Why Go Full? Elevating Federated Learning Through Partial Network Updates

Haolin Wang, Xuefeng Liu, Jianwei Niu, Wenkai Guo, Shaojie Tang

Comments 27 pages, 8 figures, accepted by NeurIPS 2024

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2409.16118 2024-11-07 cs.LG

TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based Models

Andrei Margeloiu, Xiangjian Jiang, Nikola Simidjievski, Mateja Jamnik

Comments Accepted by the Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024)

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2407.17952 2024-11-07 cs.CV

BetterDepth: Plug-and-Play Diffusion Refiner for Zero-Shot Monocular Depth Estimation

Xiang Zhang, Bingxin Ke, Hayko Riemenschneider, Nando Metzger, Anton Obukhov, Markus Gross, Konrad Schindler, Christopher Schroers

Comments NeurIPS 2024

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2407.14916 2024-11-07 cs.CL cs.AI cs.LG

Improving Context-Aware Preference Modeling for Language Models

Silviu Pitis, Ziang Xiao, Nicolas Le Roux, Alessandro Sordoni

Comments NeurIPS 2024. 10 pages (29 with references and appendix)

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2407.10964 2024-11-07 cs.CV cs.CL cs.LG

No Train, all Gain: Self-Supervised Gradients Improve Deep Frozen Representations

Walter Simoncini, Spyros Gidaris, Andrei Bursuc, Yuki M. Asano

Comments NeurIPS 2024. Code available at https://github.com/WalterSimoncini/fungivision

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