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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17336
2210.06659 2022-10-20 cs.CV

Structural Pruning via Latency-Saliency Knapsack

Maying Shen, Hongxu Yin, Pavlo Molchanov, Lei Mao, Jianna Liu, Jose M. Alvarez

Comments Accepted by NeurIPS 2022. arXiv admin note: substantial text overlap with arXiv:2110.10811

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2210.00489 2022-10-20 cs.CV

Unsupervised Multi-View Object Segmentation Using Radiance Field Propagation

Xinhang Liu, Jiaben Chen, Huai Yu, Yu-Wing Tai, Chi-Keung Tang

Comments 23 pages, 14 figures, NeurIPS 2022

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2209.15589 2022-10-20 cs.CV cs.LG

Where Should I Spend My FLOPS? Efficiency Evaluations of Visual Pre-training Methods

Skanda Koppula, Yazhe Li, Evan Shelhamer, Andrew Jaegle, Nikhil Parthasarathy, Relja Arandjelovic, João Carreira, Olivier Hénaff

Comments 11 pages. 36th Conference on Neural Information Processing Systems, Workshop on Self-Supervised Learning (2022)

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2208.03309 2022-10-20 cs.LG cs.AI cs.CR cs.CV stat.ML

Lethal Dose Conjecture on Data Poisoning

Wenxiao Wang, Alexander Levine, Soheil Feizi

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

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2206.12654 2022-10-20 cs.LG cs.CR

BackdoorBench: A Comprehensive Benchmark of Backdoor Learning

Baoyuan Wu, Hongrui Chen, Mingda Zhang, Zihao Zhu, Shaokui Wei, Danni Yuan, Chao Shen

Comments Accepted at NeurIPS 2022 Datasets and Benchmarks Track; 44 pages; 8 backdoor attacks; 9 backdoor defenses; 8,000 pairs of attack-defense evaluations; several analysis and 5 analysis tools

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2206.10044 2022-10-20 cs.LG cs.AI math.ST stat.ML stat.TH

Identifiability of deep generative models without auxiliary information

Bohdan Kivva, Goutham Rajendran, Pradeep Ravikumar, Bryon Aragam

Comments 34 pages, 9 figures, to appear in NeurIPS 2022

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2206.03907 2022-10-20 math.OC cs.LG

A Unified Convergence Theorem for Stochastic Optimization Methods

Xiao Li, Andre Milzarek

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

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2206.00363 2022-10-20 cs.LG cs.CR math.OC stat.ML

Bring Your Own Algorithm for Optimal Differentially Private Stochastic Minimax Optimization

Liang Zhang, Kiran Koshy Thekumparampil, Sewoong Oh, Niao He

Comments NeurIPS 2022

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2205.14120 2022-10-20 cs.LG cs.CV

Neural Basis Models for Interpretability

Filip Radenovic, Abhimanyu Dubey, Dhruv Mahajan

Comments 17 pages including appendix. v2 includes link to source code available at https://github.com/facebookresearch/nbm-spam. v3 includes updates to baseline results, v4 updated for NeurIPS camera ready

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2205.14108 2022-10-20 cs.LG cs.CV

Scalable Interpretability via Polynomials

Abhimanyu Dubey, Filip Radenovic, Dhruv Mahajan

Comments 26 pages including appendix. v2 includes source code link at https://github.com/facebookresearch/nbm-spam, v3 fixes to baseline results in Table 1, v4 update for NeurIPS camera ready

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2205.13623 2022-10-20 cs.LG cs.CV

Hybrid Neural Autoencoders for Stimulus Encoding in Visual and Other Sensory Neuroprostheses

Jacob Granley, Lucas Relic, Michael Beyeler

Comments NeurIPS 2022 camera ready revision

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2202.06881 2022-10-20 cs.LG stat.ML

Active Surrogate Estimators: An Active Learning Approach to Label-Efficient Model Evaluation

Jannik Kossen, Sebastian Farquhar, Yarin Gal, Tom Rainforth

Comments Accepted for publication at NeurIPS 2022

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2210.10039 2022-10-19 cs.CV cs.CY cs.LG

How Would The Viewer Feel? Estimating Wellbeing From Video Scenarios

Mantas Mazeika, Eric Tang, Andy Zou, Steven Basart, Jun Shern Chan, Dawn Song, David Forsyth, Jacob Steinhardt, Dan Hendrycks

Comments NeurIPS 2022; datasets available at https://github.com/hendrycks/emodiversity/

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2210.09949 2022-10-19 cs.LG cs.DS math.ST stat.ML stat.TH

SQ Lower Bounds for Learning Single Neurons with Massart Noise

Ilias Diakonikolas, Daniel M. Kane, Lisheng Ren, Yuxin Sun

Comments To appear in NeurIPS 2022

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2210.09729 2022-10-19 cs.CV cs.AI

HUMANISE: Language-conditioned Human Motion Generation in 3D Scenes

Zan Wang, Yixin Chen, Tengyu Liu, Yixin Zhu, Wei Liang, Siyuan Huang

Comments Accepted by NeurIPS 2022

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2210.09670 2022-10-19 cs.CV

Hierarchical Normalization for Robust Monocular Depth Estimation

Chi Zhang, Wei Yin, Zhibin Wang, Gang Yu, Bin Fu, Chunhua Shen

Comments Accepted to NeurIPS 2022

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2210.09598 2022-10-19 cs.LG cs.AI

Planning for Sample Efficient Imitation Learning

Zhao-Heng Yin, Weirui Ye, Qifeng Chen, Yang Gao

Comments NeurIPS 2022

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2210.09337 2022-10-19 cs.LG cs.AI

Robust Imitation of a Few Demonstrations with a Backwards Model

Jung Yeon Park, Lawson L. S. Wong

Comments Conference on Neural Information Processing Systems (NeurIPS) 2022

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2210.07024 2022-10-19 cs.AI cs.LG cs.LO

Self-explaining deep models with logic rule reasoning

Seungeon Lee, Xiting Wang, Sungwon Han, Xiaoyuan Yi, Xing Xie, Meeyoung Cha

Comments 26 pages including reference, checklist, and appendix. Accepted in NeurIPS 2022

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2208.07331 2022-10-19 stat.ML cs.LG stat.ME

Anticipating Performativity by Predicting from Predictions

Celestine Mendler-Dünner, Frances Ding, Yixin Wang

Comments to appear at NeurIPS 2022, revision corresponds to camera ready version

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2208.05129 2022-10-19 cs.LG cs.AI stat.ML

Robust Reinforcement Learning using Offline Data

Kishan Panaganti, Zaiyan Xu, Dileep Kalathil, Mohammad Ghavamzadeh

Comments Appeared in Neural Information Processing Systems (NeurIPS) 2022

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2207.00411 2022-10-19 cs.LG cs.CR stat.ML

Adversarial Robustness is at Odds with Lazy Training

Yunjuan Wang, Enayat Ullah, Poorya Mianjy, Raman Arora

Comments NeurIPS 2022

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2206.14534 2022-10-19 cs.LG stat.ML

When Does Group Invariant Learning Survive Spurious Correlations?

Yimeng Chen, Ruibin Xiong, Zhiming Ma, Yanyan Lan

Comments 25 pages, 3 figures. Accepted by NeurIPS 2022

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2206.08569 2022-10-19 cs.LG cs.AI cs.RO

Bootstrapped Transformer for Offline Reinforcement Learning

Kerong Wang, Hanye Zhao, Xufang Luo, Kan Ren, Weinan Zhang, Dongsheng Li

Comments Accepted in NeurIPS 2022

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2206.05357 2022-10-19 cs.LG math.OC

Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement Learning

Ruida Zhou, Tao Liu, Dileep Kalathil, P. R. Kumar, Chao Tian

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

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2205.15612 2022-10-19 cs.LG

GlanceNets: Interpretabile, Leak-proof Concept-based Models

Emanuele Marconato, Andrea Passerini, Stefano Teso

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

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2205.13914 2022-10-19 cs.CV

3DILG: Irregular Latent Grids for 3D Generative Modeling

Biao Zhang, Matthias Nießner, Peter Wonka

Comments Accepted at NeurIPS 2022. Project page: https://1zb.github.io/3DILG

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2205.13571 2022-10-19 cs.LG cs.AI cs.NA math.NA stat.ML

Low-rank lottery tickets: finding efficient low-rank neural networks via matrix differential equations

Steffen Schotthöfer, Emanuele Zangrando, Jonas Kusch, Gianluca Ceruti, Francesco Tudisco

Journal ref Proceedings NeurIPS 2022

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2205.08514 2022-10-19 cs.CL cs.CR cs.LG

Recovering Private Text in Federated Learning of Language Models

Samyak Gupta, Yangsibo Huang, Zexuan Zhong, Tianyu Gao, Kai Li, Danqi Chen

Comments NeurIPS 2022. Code is publicly available at https://github.com/Princeton-SysML/FILM. v2 added discussion and evaluation of defenses

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2204.07937 2022-10-19 cs.CL cs.AI cs.LG

Unsupervised Cross-Task Generalization via Retrieval Augmentation

Bill Yuchen Lin, Kangmin Tan, Chris Miller, Beiwen Tian, Xiang Ren

Comments Accepted to NeurIPS 2022. Website: https://inklab.usc.edu/ReCross/

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