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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17336
2211.06569 2022-11-15 cs.LG stat.AP stat.ME stat.ML

RISE: Robust Individualized Decision Learning with Sensitive Variables

Xiaoqing Tan, Zhengling Qi, Christopher W. Seymour, Lu Tang

Comments Accepted at NeurIPS 2022

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2211.06562 2022-11-15 cs.SD cs.CL eess.AS

Improving the Robustness of DistilHuBERT to Unseen Noisy Conditions via Data Augmentation, Curriculum Learning, and Multi-Task Enhancement

Heitor R. Guimarães, Arthur Pimentel, Anderson R. Avila, Mehdi Rezagholizadeh, Tiago H. Falk

Comments ENLSP-II NeurIPS Workshop 2022, 6 pages

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2211.06550 2022-11-15 cs.CR cs.AI cs.LG

TAPAS: a Toolbox for Adversarial Privacy Auditing of Synthetic Data

Florimond Houssiau, James Jordon, Samuel N. Cohen, Owen Daniel, Andrew Elliott, James Geddes, Callum Mole, Camila Rangel-Smith, Lukasz Szpruch

Comments Published at the SyntheticData4ML Neurips workshop

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2211.06536 2022-11-15 cs.LG

Improving the Efficiency of the PC Algorithm by Using Model-Based Conditional Independence Tests

Erica Cai, Andrew McGregor, David Jensen

Comments Accepted at NeurIPS 2022 Workshop on Causality for Real-world Impact; 8 pages of main text including references

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2211.06519 2022-11-15 cs.LG

The Expertise Problem: Learning from Specialized Feedback

Oliver Daniels-Koch, Rachel Freedman

Comments Accepted to the ML Safety Workshop, NeurIPS 2022

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2211.06499 2022-11-15 cs.HC cs.AI

Social Construction of XAI: Do We Need One Definition to Rule Them All?

Upol Ehsan, Mark O. Riedl

Comments Accepted to NeurIPS workshop on Human-centered AI

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2211.06457 2022-11-15 stat.ML cs.LG

The Implicit Delta Method

Nathan Kallus, James McInerney

Comments 18 pages, NeurIPS 2022

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2206.02976 2022-11-15 cs.LG

Recall Distortion in Neural Network Pruning and the Undecayed Pruning Algorithm

Aidan Good, Jiaqi Lin, Hannah Sieg, Mikey Ferguson, Xin Yu, Shandian Zhe, Jerzy Wieczorek, Thiago Serra

Comments NeurIPS 2022

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2206.02146 2022-11-15 cs.CV eess.IV

Recurrent Video Restoration Transformer with Guided Deformable Attention

Jingyun Liang, Yuchen Fan, Xiaoyu Xiang, Rakesh Ranjan, Eddy Ilg, Simon Green, Jiezhang Cao, Kai Zhang, Radu Timofte, Luc Van Gool

Comments Accepted by NeurIPS 2022. Code: https://github.com/JingyunLiang/RVRT

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2203.10446 2022-11-15 q-bio.BM cs.LG

A 3D Generative Model for Structure-Based Drug Design

Shitong Luo, Jiaqi Guan, Jianzhu Ma, Jian Peng

Comments Accepted to NeurIPS 2021

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2201.12414 2022-11-15 cs.LG stat.ML

Posterior Matching for Arbitrary Conditioning

Ryan R. Strauss, Junier B. Oliva

Comments Accepted at NeurIPS 2022

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2211.06418 2022-11-14 cs.DS cs.CR cs.LG cs.NA math.NA stat.ML

Re-Analyze Gauss: Bounds for Private Matrix Approximation via Dyson Brownian Motion

Oren Mangoubi, Nisheeth K. Vishnoi

Comments This is the full version of a paper which was accepted to NeurIPS 2022

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2211.06348 2022-11-14 cs.LG stat.ML

Striving for data-model efficiency: Identifying data externalities on group performance

Esther Rolf, Ben Packer, Alex Beutel, Fernando Diaz

Comments 9 pages, 3 figures. Trustworthy and Socially Responsible Machine Learning (TSRML 2022) workshop co-located with NeurIPS 2022

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2211.06292 2022-11-14 cs.LG cs.CV eess.IV

A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs

Claudia Vanea, Jonathan Campbell, Omri Dodi, Liis Salumäe, Karen Meir, Drorith Hochner-Celnikier, Hagit Hochner, Triin Laisk, Linda M. Ernst, Cecilia M. Lindgren, Christoffer Nellåker

Comments Last two authors contributed equally. To be published at New Frontiers In Graph Learning, Neurips 2022

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2211.06260 2022-11-14 cs.LG stat.ML

Towards Improved Learning in Gaussian Processes: The Best of Two Worlds

Rui Li, ST John, Arno Solin

Comments In the 2022 NeurIPS Workshop on Gaussian Processes, Spatiotemporal Modeling, and Decision-making Systems

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2211.06250 2022-11-14 eess.IV cs.CV cs.LG

Disentangled Uncertainty and Out of Distribution Detection in Medical Generative Models

Kumud Lakara, Matias Valdenegro-Toro

Comments 3.5 pages, with appendix. Medical Imaging Meets NeurIPS Workshop 2022 Camera Ready

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2211.06241 2022-11-14 cs.CV cs.LG

A Benchmark for Out of Distribution Detection in Point Cloud 3D Semantic Segmentation

Lokesh Veeramacheneni, Matias Valdenegro-Toro

Comments 4 pages, Robot Learning Workshop @ NeurIPS 2022

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2211.06233 2022-11-14 cs.LG

Comparison of Uncertainty Quantification with Deep Learning in Time Series Regression

Levente Foldesi, Matias Valdenegro-Toro

Comments 5 pages, with appendix. RobustSeq @ NeurIPS 2022 Camera Ready

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2211.06212 2022-11-14 eess.IV cs.CV cs.LG

From Competition to Collaboration: Making Toy Datasets on Kaggle Clinically Useful for Chest X-Ray Diagnosis Using Federated Learning

Pranav Kulkarni, Adway Kanhere, Paul H. Yi, Vishwa S. Parekh

Comments Accepted paper for Medical Imaging meet NeurIPS (MedNeurIPS) Workshop 2022

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2211.05852 2022-11-14 cs.CL

Climate Policy Tracker: Pipeline for automated analysis of public climate policies

Artur Żółkowski, Mateusz Krzyziński, Piotr Wilczyński, Stanisław Giziński, Emilia Wiśnios, Bartosz Pieliński, Julian Sienkiewicz, Przemysław Biecek

Comments Accepted for Tackling Climate Change with Machine Learning: workshop at NeurIPS 2022

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2211.05836 2022-11-14 astro-ph.IM astro-ph.CO astro-ph.GA

Strong Lensing Parameter Estimation on Ground-Based Imaging Data Using Simulation-Based Inference

Jason Poh, Ashwin Samudre, Aleksandra Ćiprijanović, Brian Nord, Gourav Khullar, Dimitrios Tanoglidis, Joshua A. Frieman

Comments Accepted to the Workshop on Machine Learning and the Physical Sciences at the 36th Conference on Neural Information Processing Systems 2022 (NeurIPS 2022)

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2211.04533 2022-11-14 cs.CV cs.AI

Harmonizing the object recognition strategies of deep neural networks with humans

Thomas Fel, Ivan Felipe, Drew Linsley, Thomas Serre

Comments Published at NeurIPS 2022

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2211.00677 2022-11-14 astro-ph.GA cs.AI cs.CV cs.LG

Semi-Supervised Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly Detection

Aleksandra Ćiprijanović, Ashia Lewis, Kevin Pedro, Sandeep Madireddy, Brian Nord, Gabriel N. Perdue, Stefan M. Wild

Comments 3 figures, 1 table; accepted to Machine Learning and the Physical Sciences - Workshop at the 36th conference on Neural Information Processing Systems (NeurIPS)

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2209.11588 2022-11-14 cs.LG

Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network

Ravinder Bhattoo, Sayan Ranu, N. M. Anoop Krishnan

Comments Accepted at NeurIPS 2022

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2209.10320 2022-11-14 cs.CV

Continual VQA for Disaster Response Systems

Aditya Kane, V Manushree, Sahil Khose

Comments Accepted at Tackling Climate Change with Machine Learning workshop at NeurIPS 2022

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2206.11669 2022-11-14 physics.ao-ph cs.AI cs.CV

Short-range forecasts of global precipitation using deep learning-augmented numerical weather prediction

Manmeet Singh, Vaisakh S B, Nachiketa Acharya, Aditya Grover, Suryachandra A Rao, Bipin Kumar, Zong-Liang Yang, Dev Niyogi

Comments Accepted at Tackling Climate Change with Machine Learning: workshop at NeurIPS 2022

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2206.00832 2022-11-14 cs.LG

Fast Benchmarking of Accuracy vs. Training Time with Cyclic Learning Rates

Jacob Portes, Davis Blalock, Cory Stephenson, Jonathan Frankle

Comments 9 pages, 5 figures, "Has it Trained Yet?" Workshop at NeurIPS 2022

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2205.13790 2022-11-14 cs.CV

BEVFusion: A Simple and Robust LiDAR-Camera Fusion Framework

Tingting Liang, Hongwei Xie, Kaicheng Yu, Zhongyu Xia, Zhiwei Lin, Yongtao Wang, Tao Tang, Bing Wang, Zhi Tang

Comments Accepted at NeurIPS 2022

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2111.04089 2022-11-14 cs.DS cs.CR cs.LG math.PR stat.ML

Sampling from Log-Concave Distributions with Infinity-Distance Guarantees

Oren Mangoubi, Nisheeth K. Vishnoi

Comments This is the full version of a paper which was accepted to NeurIPS 2022

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2211.05709 2022-11-11 cs.CV

AnimeRun: 2D Animation Visual Correspondence from Open Source 3D Movies

Li Siyao, Yuhang Li, Bo Li, Chao Dong, Ziwei Liu, Chen Change Loy

Comments Accepted by NeurIPS 2022 Track on Dataset and Benchmark

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