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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17336
2211.00177 2022-11-02 cs.LG cs.IR cs.SI

Learning to Navigate Wikipedia by Taking Random Walks

Manzil Zaheer, Kenneth Marino, Will Grathwohl, John Schultz, Wendy Shang, Sheila Babayan, Arun Ahuja, Ishita Dasgupta, Christine Kaeser-Chen, Rob Fergus

Journal ref NeurIPS 2022

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2209.06640 2022-11-02 cs.LG cs.AI

Revisiting Neural Scaling Laws in Language and Vision

Ibrahim Alabdulmohsin, Behnam Neyshabur, Xiaohua Zhai

Journal ref Neural Information Processing Systems (NeurIPS), 2022

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2208.10449 2022-11-02 cs.CV cs.LG cs.RO

SCONE: Surface Coverage Optimization in Unknown Environments by Volumetric Integration

Antoine Guédon, Pascal Monasse, Vincent Lepetit

Comments NeurIPS 2022 Camera-Ready. Project Webpage: https://github.com/Anttwo/SCONE

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2207.03477 2022-11-02 cs.CL

VeriDark: A Large-Scale Benchmark for Authorship Verification on the Dark Web

Andrei Manolache, Florin Brad, Antonio Barbalau, Radu Tudor Ionescu, Marius Popescu

Comments Accepted at the 36th Conference on Neural Information Processing Systems (NeurIPS 2022) Track on Datasets and Benchmarks. 21 pages, 4 figures, 11 tables

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2206.08514 2022-11-02 cs.LG cs.CL cs.CR

A Unified Evaluation of Textual Backdoor Learning: Frameworks and Benchmarks

Ganqu Cui, Lifan Yuan, Bingxiang He, Yangyi Chen, Zhiyuan Liu, Maosong Sun

Comments NeurIPS 2022 Datasets & Benchmarks; Toolkits avaliable at https://github.com/thunlp/OpenBackdoor

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2206.02072 2022-11-02 cs.LG cs.IT math.IT stat.ML

Deciding What to Model: Value-Equivalent Sampling for Reinforcement Learning

Dilip Arumugam, Benjamin Van Roy

Comments Accepted to Neural Information Processing Systems (NeurIPS) 2022

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2206.01095 2022-11-02 math.OC cs.LG

Clipped Stochastic Methods for Variational Inequalities with Heavy-Tailed Noise

Eduard Gorbunov, Marina Danilova, David Dobre, Pavel Dvurechensky, Alexander Gasnikov, Gauthier Gidel

Comments NeurIPS 2022. 74 pages, 18 figures. Changes in v2: few typos were fixed, new experiments with clipped-SEG were added. Code: https://github.com/busycalibrating/clipped-stochastic-methods

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2111.15414 2022-11-02 cs.LG

Neuron with Steady Response Leads to Better Generalization

Qiang Fu, Lun Du, Haitao Mao, Xu Chen, Wei Fang, Shi Han, Dongmei Zhang

Comments Accepted by NeurIPS'22

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2211.00269 2022-11-02 cs.LG cs.CR

Adversarial Training with Complementary Labels: On the Benefit of Gradually Informative Attacks

Jianan Zhou, Jianing Zhu, Jingfeng Zhang, Tongliang Liu, Gang Niu, Bo Han, Masashi Sugiyama

Comments NeurIPS 2022

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2211.00247 2022-11-02 cs.LG cs.AI

Discrete Factorial Representations as an Abstraction for Goal Conditioned Reinforcement Learning

Riashat Islam, Hongyu Zang, Anirudh Goyal, Alex Lamb, Kenji Kawaguchi, Xin Li, Romain Laroche, Yoshua Bengio, Remi Tachet Des Combes

Comments Neurips 2022

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2211.00184 2022-11-02 cs.LG

FL Games: A Federated Learning Framework for Distribution Shifts

Sharut Gupta, Kartik Ahuja, Mohammad Havaei, Niladri Chatterjee, Yoshua Bengio

Comments Accepted as ORAL at NeurIPS Workshop on Federated Learning: Recent Advances and New Challenges. arXiv admin note: text overlap with arXiv:2205.11101

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2211.00168 2022-11-02 cs.CV cs.LG

Improving Fairness in Image Classification via Sketching

Ruichen Yao, Ziteng Cui, Xiaoxiao Li, Lin Gu

Comments 8 pages, 2 figures. To appear in 2022 Trustworthy and Socially Responsible Machine Learning (TSRML 2022) co-located with NeurIPS 2022

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2211.00149 2022-11-02 cs.CV

Improving Motion Forecasting for Autonomous Driving with the Cycle Consistency Loss

Titas Chakraborty, Akshay Bhagat, Henggang Cui

Comments Accepted at NeurIPS 2022 Machine Learning for Autonomous Driving Workshop

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2211.00110 2022-11-02 cs.CV cs.LG

A new benchmark for group distribution shifts in hand grasp regression for object manipulation. Can meta-learning raise the bar?

Théo Morales, Gerard Lacey

Comments Workshop on Distribution Shifts, 36th Conference on Neural Information Processing Systems (NeurIPS 2022)

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2211.00002 2022-11-02 cs.CV eess.IV physics.data-an

A Self-Supervised Approach to Reconstruction in Sparse X-Ray Computed Tomography

Rey Mendoza, Minh Nguyen, Judith Weng Zhu, Vincent Dumont, Talita Perciano, Juliane Mueller, Vidya Ganapati

Comments NeurIPS 2022 Machine Learning and the Physical Sciences Workshop. arXiv admin note: text overlap with arXiv:2210.16709

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2207.02286 2022-11-02 cs.LG cs.AI

Cooperative Distribution Alignment via JSD Upper Bound

Wonwoong Cho, Ziyu Gong, David I. Inouye

Comments Accepted for publication in Advances in Neural Information Processing Systems 36 (NeurIPS 2022)

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2206.11253 2022-11-02 cs.CV

Towards Robust Blind Face Restoration with Codebook Lookup Transformer

Shangchen Zhou, Kelvin C. K. Chan, Chongyi Li, Chen Change Loy

Comments Accepted by NeurIPS 2022. Code: https://github.com/sczhou/CodeFormer

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2205.12910 2022-11-02 cs.CL cs.AI

NaturalProver: Grounded Mathematical Proof Generation with Language Models

Sean Welleck, Jiacheng Liu, Ximing Lu, Hannaneh Hajishirzi, Yejin Choi

Comments NeurIPS 2022

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2110.06741 2022-11-02 cs.LG stat.ML

Dynamical Wasserstein Barycenters for Time-series Modeling

Kevin C. Cheng, Shuchin Aeron, Michael C. Hughes, Eric L. Miller

Comments To appear at Neurips 2021

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2007.01722 2022-11-02 cs.GT cs.LG econ.TH

Learning Utilities and Equilibria in Non-Truthful Auctions

Hu Fu, Tao Lin

Comments A previous version of this paper has been accepted to NeurIPS 2020. This version fixes errors and updates references

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2210.17340 2022-11-01 cond-mat.mtrl-sci

MatKG: The Largest Knowledge Graph in Materials Science -- Entities, Relations, and Link Prediction through Graph Representation Learning

Vineeth Venugopal, Sumit Pai, Elsa Olivetti

Comments Spotlighted paper for AI4Mat workshop in NeurIPS 2022

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2210.17213 2022-11-01 cs.CE cs.LG

Deep Gaussian Process-based Multi-fidelity Bayesian Optimization for Simulated Chemical Reactors

Tom Savage, Nausheen Basha, Omar Matar, Ehecatl Antonio Del-Rio Chanona

Comments 4 pages, 2022 NeurIPS Workshop on Gaussian Processes, Spatiotemporal Modeling, and Decision-making Systems

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2210.17052 2022-11-01 cs.LG cs.AI

DUEL: Adaptive Duplicate Elimination on Working Memory for Self-Supervised Learning

Won-Seok Choi, Dong-Sig Han, Hyundo Lee, Junseok Park, Byoung-Tak Zhang

Comments 9 pages, 5 figures, submitted to NeurIPS 2022 Workshop on Self-supervised Learning: Theory and Practice.(Accepted, https://sslneurips22.github.io/)

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2210.16987 2022-11-01 cs.LG cs.AI

Symbolic Distillation for Learned TCP Congestion Control

S P Sharan, Wenqing Zheng, Kuo-Feng Hsu, Jiarong Xing, Ang Chen, Zhangyang Wang

Comments Accepted in Advances in Neural Information Processing Systems (NeurIPS), 2022

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2210.16884 2022-11-01 cs.LG

A Simple Hypergraph Kernel Convolution based on Discounted Markov Diffusion Process

Fuyang Li, Jiying Zhang, Xi Xiao, Bin Zhang, Dijun Luo

Comments Accepted by NeurIPS 2022 New Frontiers in Graph Learning Workshop

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2210.16877 2022-11-01 cs.LG cs.AI

On Rate-Distortion Theory in Capacity-Limited Cognition & Reinforcement Learning

Dilip Arumugam, Mark K. Ho, Noah D. Goodman, Benjamin Van Roy

Comments Accepted to the NeurIPS Workshop on Information-Theoretic Principles in Cognitive Systems (InfoCog) 2022. arXiv admin note: text overlap with arXiv:2206.02072

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2210.16872 2022-11-01 cs.LG stat.ML

Planning to the Information Horizon of BAMDPs via Epistemic State Abstraction

Dilip Arumugam, Satinder Singh

Comments Accepted to Neural Information Processing Systems (NeurIPS) 2022

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2210.16834 2022-11-01 cs.CV

Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the Centroid

Jing Xu, Xu Luo, Xinglin Pan, Wenjie Pei, Yanan Li, Zenglin Xu

Comments Accepted at NeurIPS 2022

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2210.16822 2022-11-01 cs.CV

Towards Versatile Embodied Navigation

Hanqing Wang, Wei Liang, Luc Van Gool, Wenguan Wang

Comments Accepted to NeurIPS 2022; Code: https://github.com/hanqingwangai/VXN

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2210.16774 2022-11-01 cs.CV cs.LG

Dataset Distillation via Factorization

Songhua Liu, Kai Wang, Xingyi Yang, Jingwen Ye, Xinchao Wang

Comments NeurIPS 2022

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