NeurIPS - arXivDaily 期刊&会议

2211.11206 2022-11-22 cs.CL cs.AI cs.CY

Cultural Re-contextualization of Fairness Research in Language Technologies in India

Shaily Bhatt, Sunipa Dev, Partha Talukdar, Shachi Dave, Vinodkumar Prabhakaran

Comments Accepted to NeurIPS Workshop on "Cultures in AI/AI in Culture". This is a non-archival short version, to cite please refer to our complete paper: arXiv:2209.12226

2211.10987 2022-11-22 astro-ph.IM stat.ML

Finding active galactic nuclei through Fink

Etienne Russeil, Emille E. O. Ishida, Roman Le Montagner, Julien Peloton, Anais Moller

Comments Accepted for the Machine learning and the Physical Sciences workshop of NeurIPS 2022

2211.10966 2022-11-22 cs.CV cs.LG

Decoding Attention from Gaze: A Benchmark Dataset and End-to-End Models

Karan Uppal, Jaeah Kim, Shashank Singh

Comments To be published in Proceedings of the NeurIPS 2022 Gaze Meets ML Workshop

2211.10884 2022-11-22 physics.geo-ph cs.AI

Multi-scale Digital Twin: Developing a fast and physics-informed surrogate model for groundwater contamination with uncertain climate models

Lijing Wang, Takuya Kurihana, Aurelien Meray, Ilijana Mastilovic, Satyarth Praveen, Zexuan Xu, Milad Memarzadeh, Alexander Lavin, Haruko Wainwright

Comments 5 pages, 2 figures, 1 table, Machine Learning and the Physical Sciences workshop, NeurIPS 2022

2211.10869 2022-11-22 cs.LG

UniMASK: Unified Inference in Sequential Decision Problems

Micah Carroll, Orr Paradise, Jessy Lin, Raluca Georgescu, Mingfei Sun, David Bignell, Stephanie Milani, Katja Hofmann, Matthew Hausknecht, Anca Dragan, Sam Devlin

Comments NeurIPS 2022 (Oral). A prior version was published at an ICML Workshop, available at arXiv:2204.13326

2211.10861 2022-11-22 cs.LG cs.AI

Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation

Zhizhou Ren, Anji Liu, Yitao Liang, Jian Peng, Jianzhu Ma

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

2211.10859 2022-11-22 cs.AI cs.NI

A Blockchain Protocol for Human-in-the-Loop AI

Nassim Dehouche, Richard Blythman

Comments Trustworthy and Socially Responsible Machine Learning (TSRML) co-located with NeurIPS 2022

2211.10831 2022-11-22 cs.LG

Joint Embedding Predictive Architectures Focus on Slow Features

Vlad Sobal, Jyothir S, Siddhartha Jalagam, Nicolas Carion, Kyunghyun Cho, Yann LeCun

Comments 4 pages (3 figures) short paper for SSL Theory and Practice workshop at NeurIPS 2022. Code is available at NeurIPS_2022" target="_blank" rel="noopener">https://github.com/vladisai/JEPA_SSL_NeurIPS_2022

2211.10774 2022-11-22 physics.ao-ph

Emulating Fast Processes in Climate Models

Noah D. Brenowitz, W. Andre Perkins, Jacqueline M. Nugent, Oliver Watt-Meyer, Spencer K. Clark, Anna Kwa, Brian Henn, Jeremy McGibbon, Christopher S. Bretherton

Comments Accepted at the Machine Learning and the Physical Sciences Workshop at the 36th conference on Neural Information Processing Systems (NeurIPS) December 3, 2022

2211.10771 2022-11-22 q-bio.QM stat.AP

RL Boltzmann Generators for Conformer Generation in Data-Sparse Environments

Yash Patel, Ambuj Tewari

Comments Accepted to the NeurIPS 2022 Workshop on Machine Learning in Structural Biology

2211.10550 2022-11-22 cs.LG cs.AI

Debiasing Meta-Gradient Reinforcement Learning by Learning the Outer Value Function

Clément Bonnet, Laurence Midgley, Alexandre Laterre

Comments Published at the 6th Workshop on Meta-Learning at NeurIPS 2022, New Orleans

2211.10530 2022-11-22 cs.LG cs.AI

Provable Defense against Backdoor Policies in Reinforcement Learning

Shubham Kumar Bharti, Xuezhou Zhang, Adish Singla, Xiaojin Zhu

Comments Accepted at Neurips 2022

2211.10479 2022-11-22 astro-ph.IM stat.AP

Scalable Bayesian Inference for Finding Strong Gravitational Lenses

Yash Patel, Jeffrey Regier

Comments Accepted to the NeurIPS 2022 Workshop on Machine Learning and the Physical Sciences

2211.10444 2022-11-22 physics.ao-ph cs.AI cs.LG

Neural Fields for Fast and Scalable Interpolation of Geophysical Ocean Variables

J. Emmanuel Johnson, Redouane Lguensat, Ronan Fablet, Emmanuel Cosme, Julien Le Sommer

Comments Machine Learning and the Physical Sciences workshop, NeurIPS 2022

2211.01602 2022-11-22 cs.LG cs.HC

Optimal Behavior Prior: Data-Efficient Human Models for Improved Human-AI Collaboration

Mesut Yang, Micah Carroll, Anca Dragan

Comments Presented at the NeurIPS 2022 Human in the Loop Learning (HiLL) Workshop

2211.00860 2022-11-22 physics.ao-ph cs.CV

Insight into cloud processes from unsupervised classification with a rotationally invariant autoencoder

Takuya Kurihana, James Franke, Ian Foster, Ziwei Wang, Elisabeth Moyer

Comments 5 pages, 3 figures, the 36th conference on Neural Information Processing Systems (NeurIPS) Machine Learning and the Physical Sciences workshop

2210.05150 2022-11-22 cs.LG cs.AI

DHRL: A Graph-Based Approach for Long-Horizon and Sparse Hierarchical Reinforcement Learning

Seungjae Lee, Jigang Kim, Inkyu Jang, H. Jin Kim

Comments Accepted to NeurIPS 2022 (Selected as Oral)

2209.07667 2022-11-22 cs.AI cs.CY cs.LG

Can There be Art Without an Artist?

Avijit Ghosh, Genoveva Fossas

Comments Accepted at NeurIPS 2022 Workshop on Human Evaluation of Generative Models

2207.11192 2022-11-22 cs.CV cs.LG

Progressive Deblurring of Diffusion Models for Coarse-to-Fine Image Synthesis

Sangyun Lee, Hyungjin Chung, Jaehyeon Kim, Jong Chul Ye

Comments NeurIPS 2022 SBM workshop

2206.06270 2022-11-22 cs.LG stat.ML

Near-Optimal Sample Complexity Bounds for Constrained MDPs

Sharan Vaswani, Lin F. Yang, Csaba Szepesvári

Comments NeurIPS'22

2206.04170 2022-11-22 cs.CV cs.AI cs.LG eess.IV

CASS: Cross Architectural Self-Supervision for Medical Image Analysis

Pranav Singh, Elena Sizikova, Jacopo Cirrone

Comments (27 pages, 14 figures), Accepted at NeurIPS 2022 Workshop: Self-Supervised Learning - Theory and Practice

2206.03671 2022-11-22 eess.IV cs.CV

COVIDx CXR-3: A Large-Scale, Open-Source Benchmark Dataset of Chest X-ray Images for Computer-Aided COVID-19 Diagnostics

Maya Pavlova, Tia Tuinstra, Hossein Aboutalebi, Andy Zhao, Hayden Gunraj, Alexander Wong

Comments 5 pages, MED-NeurIPS 2022 workshop

2205.15494 2022-11-22 cs.LG cs.CY

Certifying Some Distributional Fairness with Subpopulation Decomposition

Mintong Kang, Linyi Li, Maurice Weber, Yang Liu, Ce Zhang, Bo Li

Comments NeurIPS 2022, 38 pages, 11 pages for the main text

2204.04440 2022-11-22 cs.LG

Are Two Heads the Same as One? Identifying Disparate Treatment in Fair Neural Networks

Michael Lohaus, Matthäus Kleindessner, Krishnaram Kenthapadi, Francesco Locatello, Chris Russell

Comments Accepted at NeurIPS 2022

2112.12371 2022-11-22 cs.LG cs.CV

DENSE: Data-Free One-Shot Federated Learning

Jie Zhang, Chen Chen, Bo Li, Lingjuan Lyu, Shuang Wu, Shouhong Ding, Chunhua Shen, Chao Wu

Comments Accepted by NeurIPS 2022

2111.14182 2022-11-22 cs.CV cs.LG

Make an Omelette with Breaking Eggs: Zero-Shot Learning for Novel Attribute Synthesis

Yu-Hsuan Li, Tzu-Yin Chao, Ching-Chun Huang, Pin-Yu Chen, Wei-Chen Chiu

Comments Accepted by the 36th Conference on Neural Information Processing Systems (NeurIPS 2022). (* Yu-Hsuan Li and Tzu-Yin Chao contributed equally to this work.)

2110.08611 2022-11-22 cs.LG

Deep Active Learning by Leveraging Training Dynamics

Haonan Wang, Wei Huang, Ziwei Wu, Andrew Margenot, Hanghang Tong, Jingrui He

Comments Accepted by NeurIPS 2022

2211.10384 2022-11-21 cs.CY cs.AI cs.LG

Indexing AI Risks with Incidents, Issues, and Variants

Sean McGregor, Kevin Paeth, Khoa Lam

Comments To be published in Human-Centered AI Workshop at NeurIPS 2022

2211.10305 2022-11-21 astro-ph.GA cs.LG

Neural Inference of Gaussian Processes for Time Series Data of Quasars

Egor Danilov, Aleksandra Ćiprijanović, Brian Nord

Comments Machine Learning and the Physical Sciences workshop, NeurIPS 2022

2211.10282 2022-11-21 cs.LG

Exploring through Random Curiosity with General Value Functions

Aditya Ramesh, Louis Kirsch, Sjoerd van Steenkiste, Jürgen Schmidhuber

Comments Accepted to NeurIPS 2022