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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17344
2205.13371 2022-10-14 cs.LG

A Rotated Hyperbolic Wrapped Normal Distribution for Hierarchical Representation Learning

Seunghyuk Cho, Juyong Lee, Jaesik Park, Dongwoo Kim

Comments 23 pages, Thirty-sixth Conference on Neural Information Processing Systems, 2022

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2205.12006 2022-10-14 math.OC cs.AI cs.LG

Neur2SP: Neural Two-Stage Stochastic Programming

Justin Dumouchelle, Rahul Patel, Elias B. Khalil, Merve Bodur

Comments To appear in the proceedings of NeurIPS 2022

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2205.10093 2022-10-14 cs.CV cs.LG

Visual Concepts Tokenization

Tao Yang, Yuwang Wang, Yan Lu, Nanning Zheng

Comments Accepted by NeurIPS 2022

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2205.09853 2022-10-14 cs.CV cs.AI cs.LG

MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation

Vikram Voleti, Alexia Jolicoeur-Martineau, Christopher Pal

Comments NeurIPS 2022 ; 10 pages, 4 figures, 7 tables

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2205.03401 2022-10-14 cs.CL

The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning

Xi Ye, Greg Durrett

Comments NeurIPS 2022

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2204.12484 2022-10-14 cs.CV

ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation

Yufei Xu, Jing Zhang, Qiming Zhang, Dacheng Tao

Comments Neurips 2022. 81.1 mAP on MS COCO Keypoint Detection test-dev set. V2: Update Multi-task training results: 92.8 AP on OCHuman, 78.3 AP on CrowdPose, 94.3 PCKh on MPII, and 43.2 AP on AI Challenger

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2204.08790 2022-10-14 cs.CV cs.CL cs.LG

ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models

Chunyuan Li, Haotian Liu, Liunian Harold Li, Pengchuan Zhang, Jyoti Aneja, Jianwei Yang, Ping Jin, Houdong Hu, Zicheng Liu, Yong Jae Lee, Jianfeng Gao

Comments NeurIPS 2022 (Datasets and Benchmarks Track). The first two authors contribute equally. Benchmark page: https://computer-vision-in-the-wild.github.io/ELEVATER/

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2112.01641 2022-10-14 cs.CV cs.AI cs.LG

Hamiltonian latent operators for content and motion disentanglement in image sequences

Asif Khan, Amos Storkey

Comments Conference paper at NeurIPS 2022

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2110.01212 2022-10-14 cs.GT cs.LG

Inducing Equilibria via Incentives: Simultaneous Design-and-Play Ensures Global Convergence

Boyi Liu, Jiayang Li, Zhuoran Yang, Hoi-To Wai, Mingyi Hong, Yu Marco Nie, Zhaoran Wang

Comments Accepted by the Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS 2022)

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2106.11180 2022-10-14 math.OC cs.LG stat.ME

Generalization Bounds with Minimal Dependency on Hypothesis Class via Distributionally Robust Optimization

Yibo Zeng, Henry Lam

Comments Accepted by NeurIPS 2022

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2106.09305 2022-10-14 cs.LG cs.AI

SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction

Minhao Liu, Ailing Zeng, Muxi Chen, Zhijian Xu, Qiuxia Lai, Lingna Ma, Qiang Xu

Comments This paper presents a novel convolutional neural network for time series forecasting, achieving significant accuracy improvements

Journal ref 36th Conference on Neural Information Processing Systems (NeurIPS 2022)

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2106.03524 2022-10-14 cs.LG math.OC

Theoretically Better and Numerically Faster Distributed Optimization with Smoothness-Aware Quantization Techniques

Bokun Wang, Mher Safaryan, Peter Richtárik

Comments To appear in NeurIPS 2022

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2102.09703 2022-10-14 cs.LG

Near-Optimal Randomized Exploration for Tabular Markov Decision Processes

Zhihan Xiong, Ruoqi Shen, Qiwen Cui, Maryam Fazel, Simon S. Du

Comments 41 pages, 3 figures, Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS 2022)

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1910.08322 2022-10-14 cs.LG stat.ML

A Multilabel Classification Framework for Approximate Nearest Neighbor Search

Ville Hyvönen, Elias Jääsaari, Teemu Roos

Comments To appear in the proceedings of Conference on Neural Information Processing Systems (NeurIPS) 2022

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2210.06465 2022-10-13 cs.CV

AniFaceGAN: Animatable 3D-Aware Face Image Generation for Video Avatars

Yue Wu, Yu Deng, Jiaolong Yang, Fangyun Wei, Qifeng Chen, Xin Tong

Comments Accepted by NeurIPS 2022. Project Page: https://yuewuhkust.github.io/AniFaceGAN

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2210.06447 2022-10-13 cs.LG stat.ML

Sampling in Constrained Domains with Orthogonal-Space Variational Gradient Descent

Ruqi Zhang, Qiang Liu, Xin T. Tong

Comments NeurIPS 2022

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2210.06436 2022-10-13 cs.LG

Deep Combinatorial Aggregation

Yuesong Shen, Daniel Cremers

Comments NeurIPS 2022

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2210.06428 2022-10-13 cs.CR cs.CV cs.LG

Trap and Replace: Defending Backdoor Attacks by Trapping Them into an Easy-to-Replace Subnetwork

Haotao Wang, Junyuan Hong, Aston Zhang, Jiayu Zhou, Zhangyang Wang

Comments Accepted by NeurIPS 2022. Code is available at https://github.com/VITA-Group/Trap-and-Replace-Backdoor-Defense

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2210.06391 2022-10-13 cs.LG cs.AI

What Makes Graph Neural Networks Miscalibrated?

Hans Hao-Hsun Hsu, Yuesong Shen, Christian Tomani, Daniel Cremers

Comments Accepted to NeurIPS 2022

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2210.06380 2022-10-13 cs.LG cs.AI cs.MA cs.RO math.OC

Near-Optimal Multi-Agent Learning for Safe Coverage Control

Manish Prajapat, Matteo Turchetta, Melanie N. Zeilinger, Andreas Krause

Comments Accepted at NeurIPS 2022

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2210.06373 2022-10-13 cs.CV cs.GR

Learning Multi-resolution Functional Maps with Spectral Attention for Robust Shape Matching

Lei Li, Nicolas Donati, Maks Ovsjanikov

Comments NeurIPS 2022. Code and data: https://github.com/craigleili/AttentiveFMaps

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2210.06291 2022-10-13 eess.SP cs.LG

ECG for high-throughput screening of multiple diseases: Proof-of-concept using multi-diagnosis deep learning from population-based datasets

Weijie Sun, Sunil Vasu Kalmady, Amir Salimi, Nariman Sepehrvand, Eric Ly, Abram Hindle, Russell Greiner, Padma Kaul

Comments Accepted in Medical Imaging meets NeurIPS 2021 https://www.cse.cuhk.edu.hk/~qdou/public/medneurips2021/88_ECG_for_high-throughput_screening_of_multiple_diseases_final_version.pdf

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2210.06223 2022-10-13 cs.CV

Latency-aware Spatial-wise Dynamic Networks

Yizeng Han, Zhihang Yuan, Yifan Pu, Chenhao Xue, Shiji Song, Guangyu Sun, Gao Huang

Comments NeurIPS 2022

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2210.06077 2022-10-13 cs.LG

Double Bubble, Toil and Trouble: Enhancing Certified Robustness through Transitivity

Andrew C. Cullen, Paul Montague, Shijie Liu, Sarah M. Erfani, Benjamin I. P. Rubinstein

Comments Accepted for Neurips`22, 19 pages, 14 figures, for associated code see https://github.com/andrew-cullen/DoubleBubble

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2210.06044 2022-10-13 cs.CV cs.AI cs.CL

Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning

Fuying Wang, Yuyin Zhou, Shujun Wang, Varut Vardhanabhuti, Lequan Yu

Comments NeurIPS 2022

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2210.06041 2022-10-13 cs.LG

Reinforcement Learning with Automated Auxiliary Loss Search

Tairan He, Yuge Zhang, Kan Ren, Minghuan Liu, Che Wang, Weinan Zhang, Yuqing Yang, Dongsheng Li

Comments NeurIPS 2022 accepted paper

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2210.05972 2022-10-13 cs.LG stat.ML

Unsupervised Learning of Equivariant Structure from Sequences

Takeru Miyato, Masanori Koyama, Kenji Fukumizu

Comments Accepted to NeurIPS 2022

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2210.05968 2022-10-13 cs.CV cs.CR cs.LG

Boosting the Transferability of Adversarial Attacks with Reverse Adversarial Perturbation

Zeyu Qin, Yanbo Fan, Yi Liu, Li Shen, Yong Zhang, Jue Wang, Baoyuan Wu

Comments NeurIPS 2022 conference paper

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2210.05956 2022-10-13 cs.LG cs.CV

Towards Theoretically Inspired Neural Initialization Optimization

Yibo Yang, Hong Wang, Haobo Yuan, Zhouchen Lin

Comments NeurIPS 2022

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2210.05941 2022-10-13 cs.CV

Decomposed Knowledge Distillation for Class-Incremental Semantic Segmentation

Donghyeon Baek, Youngmin Oh, Sanghoon Lee, Junghyup Lee, Bumsub Ham

Comments Accepted to NeurIPS 2022

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