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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17344
2210.05927 2022-10-13 cs.LG cs.AI cs.CR

Efficient Adversarial Training without Attacking: Worst-Case-Aware Robust Reinforcement Learning

Yongyuan Liang, Yanchao Sun, Ruijie Zheng, Furong Huang

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

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2210.05922 2022-10-13 cs.LG cs.AI

A Unified Framework for Alternating Offline Model Training and Policy Learning

Shentao Yang, Shujian Zhang, Yihao Feng, Mingyuan Zhou

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

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2210.05883 2022-10-13 cs.CL

AD-DROP: Attribution-Driven Dropout for Robust Language Model Fine-Tuning

Tao Yang, Jinghao Deng, Xiaojun Quan, Qifan Wang, Shaoliang Nie

Comments Accepted to NeurIPS 2022

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2210.05846 2022-10-13 cs.LG

FasterRisk: Fast and Accurate Interpretable Risk Scores

Jiachang Liu, Chudi Zhong, Boxuan Li, Margo Seltzer, Cynthia Rudin

Comments NeurIPS 2022

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2210.05789 2022-10-13 cs.LG stat.ML

Trading Off Resource Budgets for Improved Regret Bounds

Damon Falck, Thomas Orton

Comments 27 pages, 2 figures, accepted to NeurIPS 2022

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2210.05775 2022-10-13 cs.LG stat.ML

C-Mixup: Improving Generalization in Regression

Huaxiu Yao, Yiping Wang, Linjun Zhang, James Zou, Chelsea Finn

Comments Accepted by NeurIPS 2022

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2210.05666 2022-10-13 cs.CV

Point Transformer V2: Grouped Vector Attention and Partition-based Pooling

Xiaoyang Wu, Yixing Lao, Li Jiang, Xihui Liu, Hengshuang Zhao

Comments Accepted at NeurIPS 2022

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2208.10458 2022-10-13 cs.LG cs.GT cs.IT cs.SY eess.SY math.IT stat.ML

Minimax-Optimal Multi-Agent RL in Markov Games With a Generative Model

Gen Li, Yuejie Chi, Yuting Wei, Yuxin Chen

Comments accepted in part to NeurIPS 2022

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2208.05592 2022-10-13 cs.CV cs.LG

Patching open-vocabulary models by interpolating weights

Gabriel Ilharco, Mitchell Wortsman, Samir Yitzhak Gadre, Shuran Song, Hannaneh Hajishirzi, Simon Kornblith, Ali Farhadi, Ludwig Schmidt

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

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2208.03848 2022-10-13 cs.IT cond-mat.stat-mech cs.LG math.IT physics.data-an stat.ML

Information bottleneck theory of high-dimensional regression: relevancy, efficiency and optimality

Vudtiwat Ngampruetikorn, David J. Schwab

Comments NeurIPS 2022

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2208.02812 2022-10-13 cs.CV cs.AI cs.LG

P2P: Tuning Pre-trained Image Models for Point Cloud Analysis with Point-to-Pixel Prompting

Ziyi Wang, Xumin Yu, Yongming Rao, Jie Zhou, Jiwen Lu

Comments Accepted to NeurIPS 2022, project page: https://p2p.ivg-research.xyz

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2207.02803 2022-10-13 cs.CV

Delving into Sequential Patches for Deepfake Detection

Jiazhi Guan, Hang Zhou, Zhibin Hong, Errui Ding, Jingdong Wang, Chengbin Quan, Youjian Zhao

Comments Accepted to NeurIPS 2022

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2206.15049 2022-10-13 cs.LG

ZeroC: A Neuro-Symbolic Model for Zero-shot Concept Recognition and Acquisition at Inference Time

Tailin Wu, Megan Tjandrasuwita, Zhengxuan Wu, Xuelin Yang, Kevin Liu, Rok Sosič, Jure Leskovec

Comments NeurIPS 2022; 28 pages, 9 figures

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2206.14476 2022-10-13 stat.ML cs.LG

Can Push-forward Generative Models Fit Multimodal Distributions?

Antoine Salmona, Valentin de Bortoli, Julie Delon, Agnès Desolneux

Comments In Thirty-sixth Conference on Neural Information Processing Systems

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2206.13477 2022-10-13 cs.AI

Parametrically Retargetable Decision-Makers Tend To Seek Power

Alexander Matt Turner, Prasad Tadepalli

Comments 10-page main paper, 36 pages total, poster at NeurIPS 2022

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2206.10558 2022-10-13 cs.LG cs.AI cs.DC cs.PF cs.RO

EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine

Jiayi Weng, Min Lin, Shengyi Huang, Bo Liu, Denys Makoviichuk, Viktor Makoviychuk, Zichen Liu, Yufan Song, Ting Luo, Yukun Jiang, Zhongwen Xu, Shuicheng Yan

Comments NeurIPS'22 camera-ready version

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2206.09491 2022-10-13 cs.LG cs.CR

On the Limitations of Stochastic Pre-processing Defenses

Yue Gao, Ilia Shumailov, Kassem Fawaz, Nicolas Papernot

Comments Accepted by Proceedings of the 36th Conference on Neural Information Processing Systems

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2206.08364 2022-10-13 cs.LG cs.AI cs.HC stat.ML

Interaction-Grounded Learning with Action-inclusive Feedback

Tengyang Xie, Akanksha Saran, Dylan J. Foster, Lekan Molu, Ida Momennejad, Nan Jiang, Paul Mineiro, John Langford

Comments Published in NeurIPS 2022

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2206.07681 2022-10-13 cs.LG physics.comp-ph

Learning to Accelerate Partial Differential Equations via Latent Global Evolution

Tailin Wu, Takashi Maruyama, Jure Leskovec

Comments NeurIPS 2022; 30 pages, 15 figures

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2206.07307 2022-10-13 cs.CV cs.LG eess.IV

VCT: A Video Compression Transformer

Fabian Mentzer, George Toderici, David Minnen, Sung-Jin Hwang, Sergi Caelles, Mario Lucic, Eirikur Agustsson

Comments NeurIPS'22 Camera Ready Version. Code: https://goo.gle/vct-paper

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2206.06922 2022-10-13 cs.CV cs.AI cs.LG

Object Scene Representation Transformer

Mehdi S. M. Sajjadi, Daniel Duckworth, Aravindh Mahendran, Sjoerd van Steenkiste, Filip Pavetić, Mario Lučić, Leonidas J. Guibas, Klaus Greff, Thomas Kipf

Comments Accepted at NeurIPS '22. Project page: https://osrt-paper.github.io/

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2206.05985 2022-10-13 cs.LG stat.ME

Modeling the Machine Learning Multiverse

Samuel J. Bell, Onno P. Kampman, Jesse Dodge, Neil D. Lawrence

Comments To appear in Advances in Neural Information Processing Systems (NeurIPS) 2022

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2206.05836 2022-10-13 cs.CV cs.AI cs.CL cs.LG cs.MM

GLIPv2: Unifying Localization and Vision-Language Understanding

Haotian Zhang, Pengchuan Zhang, Xiaowei Hu, Yen-Chun Chen, Liunian Harold Li, Xiyang Dai, Lijuan Wang, Lu Yuan, Jenq-Neng Hwang, Jianfeng Gao

Comments NeurIPS 2022; updated with reviewers' comments addressed; Code is released at https://github.com/microsoft/GLIP

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2206.04916 2022-10-13 cs.CV

PatchComplete: Learning Multi-Resolution Patch Priors for 3D Shape Completion on Unseen Categories

Yuchen Rao, Yinyu Nie, Angela Dai

Comments Video link: https://www.youtube.com/watch?v=Ch1rvw2D_Kc ; Project page: https://yuchenrao.github.io/projects/patchComplete/patchComplete.html ; Accepted to NeurIPS'22

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2206.02675 2022-10-13 cs.LG cs.AI

Effects of Safety State Augmentation on Safe Exploration

Aivar Sootla, Alexander I. Cowen-Rivers, Jun Wang, Haitham Bou Ammar

Comments Published in Neurips 2022

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2206.02626 2022-10-13 cs.IR cs.LG

Infinite Recommendation Networks: A Data-Centric Approach

Noveen Sachdeva, Mehak Preet Dhaliwal, Carole-Jean Wu, Julian McAuley

Comments Published at NeurIPS '22. $\infty$-AE code available at https://github.com/noveens/infinite_ae_cf and Distill-CF code available at https://github.com/noveens/distill_cf

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2206.00517 2022-10-13 cs.LG

One Positive Label is Sufficient: Single-Positive Multi-Label Learning with Label Enhancement

Ning Xu, Congyu Qiao, Jiaqi Lv, Xin Geng, Min-Ling Zhang

Comments Accepted to NeurIPS 2022

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2206.00257 2022-10-13 cs.LG cs.AI

CoNSoLe: Convex Neural Symbolic Learning

Haoran Li, Yang Weng, Hanghang Tong

Comments 18 pages, 5 figures, conference for NeurIPS 2022

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2205.14790 2022-10-13 cs.LG cs.DS

Non-Stationary Bandits under Recharging Payoffs: Improved Planning with Sublinear Regret

Orestis Papadigenopoulos, Constantine Caramanis, Sanjay Shakkottai

Comments Accepted for publication to NeurIPS 2022

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2205.14140 2022-10-13 cs.CL

CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior

Eldar David Abraham, Karel D'Oosterlinck, Amir Feder, Yair Ori Gat, Atticus Geiger, Christopher Potts, Roi Reichart, Zhengxuan Wu

Comments Accepted to NeurIPS 2022

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