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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17344
2111.04658 2022-10-17 stat.ML cs.LG

Consistent Sufficient Explanations and Minimal Local Rules for explaining regression and classification models

Salim I. Amoukou, Nicolas J. B Brunel

Comments Accepted at the 36th Conference on Neural Information Processing Systems (NeurIPS 2022)

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1911.04227 2022-10-17 physics.ao-ph cs.CV cs.LG stat.ML

Cumulo: A Dataset for Learning Cloud Classes

Valentina Zantedeschi, Fabrizio Falasca, Alyson Douglas, Richard Strange, Matt J. Kusner, Duncan Watson-Parris

Journal ref Tackling Climate Change with Machine Learning Workshop, 33rd Conference on Neural Information Processing Systems (NeurIPS 2019), Vancouver, Canada

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2210.07242 2022-10-14 cs.CV cs.AI cs.LG

OpenOOD: Benchmarking Generalized Out-of-Distribution Detection

Jingkang Yang, Pengyun Wang, Dejian Zou, Zitang Zhou, Kunyuan Ding, Wenxuan Peng, Haoqi Wang, Guangyao Chen, Bo Li, Yiyou Sun, Xuefeng Du, Kaiyang Zhou, Wayne Zhang, Dan Hendrycks, Yixuan Li, Ziwei Liu

Comments Accepted by NeurIPS 2022 Datasets and Benchmarks Track. Codebase: https://github.com/Jingkang50/OpenOOD

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2210.07198 2022-10-14 cs.CL cs.AI cs.LG

Towards Trustworthy Automatic Diagnosis Systems by Emulating Doctors' Reasoning with Deep Reinforcement Learning

Arsene Fansi Tchango, Rishab Goel, Julien Martel, Zhi Wen, Gaetan Marceau Caron, Joumana Ghosn

Comments Camera ready. NeurIPS 2022

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2210.07158 2022-10-14 cs.CV

HSurf-Net: Normal Estimation for 3D Point Clouds by Learning Hyper Surfaces

Qing Li, Yu-Shen Liu, Jin-San Cheng, Cheng Wang, Yi Fang, Zhizhong Han

Comments Accepted by NeurIPS 2022

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2210.07006 2022-10-14 cs.LG cs.AI

Sustainable Online Reinforcement Learning for Auto-bidding

Zhiyu Mou, Yusen Huo, Rongquan Bai, Mingzhou Xie, Chuan Yu, Jian Xu, Bo Zheng

Comments NeurIPS 2022

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2210.06978 2022-10-14 cs.CV cs.LG stat.ML

LION: Latent Point Diffusion Models for 3D Shape Generation

Xiaohui Zeng, Arash Vahdat, Francis Williams, Zan Gojcic, Or Litany, Sanja Fidler, Karsten Kreis

Comments NeurIPS 2022

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2210.06964 2022-10-14 cs.LG

Causality-driven Hierarchical Structure Discovery for Reinforcement Learning

Shaohui Peng, Xing Hu, Rui Zhang, Ke Tang, Jiaming Guo, Qi Yi, Ruizhi Chen, Xishan Zhang, Zidong Du, Ling Li, Qi Guo, Yunji Chen

Comments Accepted by NeurIPS 2022

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2210.06944 2022-10-14 cs.CV cs.LG

SageMix: Saliency-Guided Mixup for Point Clouds

Sanghyeok Lee, Minkyu Jeon, Injae Kim, Yunyang Xiong, Hyunwoo J. Kim

Comments Neural Information Processing Systems (NeurIPS), 2022

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2210.05899 2022-10-14 cs.CV

A Lower Bound of Hash Codes' Performance

Xiaosu Zhu, Jingkuan Song, Yu Lei, Lianli Gao, Heng Tao Shen

Comments Accepted to NeurIPS 2022

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2210.05153 2022-10-14 cs.CL cs.LG

Understanding the Failure of Batch Normalization for Transformers in NLP

Jiaxi Wang, Ji Wu, Lei Huang

Comments 17 pages, 11 figures, NeurIPS 2022

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2210.04427 2022-10-14 cs.LG

Asymmetric Temperature Scaling Makes Larger Networks Teach Well Again

Xin-Chun Li, Wen-Shu Fan, Shaoming Song, Yinchuan Li, Bingshuai Li, Yunfeng Shao, De-Chuan Zhan

Comments Accepted By NeurIPS 2022

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2208.11846 2022-10-14 math.OC

Global Linear and Local Superlinear Convergence of IRLS for Non-Smooth Robust Regression

Liangzu Peng, Christian Kümmerle, René Vidal

Comments Accepted to NeurIPS 2022

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2206.06801 2022-10-14 cs.CV

Peripheral Vision Transformer

Juhong Min, Yucheng Zhao, Chong Luo, Minsu Cho

Comments Accepted to NeurIPS 2022

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2206.06122 2022-10-14 cs.CV

Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning

Yanpeng Sun, Qiang Chen, Xiangyu He, Jian Wang, Haocheng Feng, Junyu Han, Errui Ding, Jian Cheng, Zechao Li, Jingdong Wang

Comments Accepted to NeurIPS 2022

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2205.14870 2022-10-14 cs.CV

Compressible-composable NeRF via Rank-residual Decomposition

Jiaxiang Tang, Xiaokang Chen, Jingbo Wang, Gang Zeng

Comments NeurIPS 2022 camera-ready version

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2205.14240 2022-10-14 stat.ML cond-mat.stat-mech cs.LG physics.data-an stat.CO

Deterministic Langevin Monte Carlo with Normalizing Flows for Bayesian Inference

Richard D. P. Grumitt, Biwei Dai, Uros Seljak

Comments 17 pages, 9 figures, Accepted at NeurIPS 2022

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2205.13699 2022-10-14 cs.LG

Maximum Likelihood Training of Implicit Nonlinear Diffusion Models

Dongjun Kim, Byeonghu Na, Se Jung Kwon, Dongsoo Lee, Wanmo Kang, Il-Chul Moon

Journal ref Advances in Neural Information Processing Systems 2022 (NeurIPS22)

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2205.09921 2022-10-14 cs.CL cs.LG

KERPLE: Kernelized Relative Positional Embedding for Length Extrapolation

Ta-Chung Chi, Ting-Han Fan, Peter J. Ramadge, Alexander I. Rudnicky

Comments Accepted at the 36th Conference on Neural Information Processing Systems (NeurIPS 2022). The first two authors contributed equally to this work

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2205.09148 2022-10-14 cs.CL cs.AI cs.LG

DDXPlus: A New Dataset For Automatic Medical Diagnosis

Arsene Fansi Tchango, Rishab Goel, Zhi Wen, Julien Martel, Joumana Ghosn

Comments Camera ready. NeurIPS 2022 Datasets and Benchmarks Track

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2205.07211 2022-10-14 eess.AS cs.CL cs.SD

GenerSpeech: Towards Style Transfer for Generalizable Out-Of-Domain Text-to-Speech

Rongjie Huang, Yi Ren, Jinglin Liu, Chenye Cui, Zhou Zhao

Comments Accepted to NeurIPS 2022

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2205.05040 2022-10-14 cs.LG cs.DC math.OC stat.ML

A Communication-Efficient Distributed Gradient Clipping Algorithm for Training Deep Neural Networks

Mingrui Liu, Zhenxun Zhuang, Yunwei Lei, Chunyang Liao

Comments Accepted by NeurIPS 2022

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2202.10638 2022-10-14 stat.ML cs.LG

Invariance Learning in Deep Neural Networks with Differentiable Laplace Approximations

Alexander Immer, Tycho F. A. van der Ouderaa, Gunnar Rätsch, Vincent Fortuin, Mark van der Wilk

Comments NeurIPS 2022

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2201.00649 2022-10-14 cs.LG

SAE: Sequential Anchored Ensembles

Arnaud Delaunoy, Gilles Louppe

Comments 4 pages, NeurIPS 2021 Bayesian Deep Learning workshop

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2112.07066 2022-10-14 cs.LG

Continual Learning In Environments With Polynomial Mixing Times

Matthew Riemer, Sharath Chandra Raparthy, Ignacio Cases, Gopeshh Subbaraj, Maximilian Puelma Touzel, Irina Rish

Comments Accepted at NeurIPS 2022

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2110.10832 2022-10-14 cs.LG cs.CV

Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization

Devansh Arpit, Huan Wang, Yingbo Zhou, Caiming Xiong

Comments Accepted at NeurIPS 2022

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2109.15048 2022-10-14 cs.LG physics.comp-ph

Scale-invariant Learning by Physics Inversion

Philipp Holl, Vladlen Koltun, Nils Thuerey

Comments NeurIPS 2022 version, appendix included

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2108.03837 2022-10-14 cs.LG cs.DS cs.GT

Online Minimax Multiobjective Optimization: Multicalibeating and Other Applications

Daniel Lee, Georgy Noarov, Mallesh Pai, Aaron Roth

Comments Appears in NeurIPS 2022

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2106.08970 2022-10-14 cs.LG cs.CR cs.CV

Sleeper Agent: Scalable Hidden Trigger Backdoors for Neural Networks Trained from Scratch

Hossein Souri, Liam Fowl, Rama Chellappa, Micah Goldblum, Tom Goldstein

Comments NeurIPS 2022

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2210.06908 2022-10-14 cs.CV

Feature-Proxy Transformer for Few-Shot Segmentation

Jian-Wei Zhang, Yifan Sun, Yi Yang, Wei Chen

Comments NeurIPS 2022. Code available: https://github.com/Jarvis73/FPTrans

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