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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17336
2202.02651 2022-10-28 stat.ML cs.LG math.ST stat.TH

Beyond Black Box Densities: Parameter Learning for the Deviated Components

Dat Do, Nhat Ho, XuanLong Nguyen

Comments Accepted at NeurIPS 2022. Dat Do and Nhat Ho contributed equally to this work

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2107.09249 2022-10-28 cs.CV

Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition

Yifan Zhang, Bryan Hooi, Lanqing Hong, Jiashi Feng

Comments NeurIPS 2022. Source code: https://github.com/Vanint/SADE-AgnosticLT

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2210.14861 2022-10-27 cs.SI econ.TH

The Information Bottleneck Principle in Corporate Hierarchies

Cameron Gordon

Comments To appear in the Information-Theoretic Principles in Cognitive Systems Workshop at the 36th Conference on Neural Information Processing Systems (NeurIPS 2022). 7 pages, 2 figures

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2210.14845 2022-10-27 eess.IV cs.CV cs.LG

Synthetic Tumors Make AI Segment Tumors Better

Qixin Hu, Junfei Xiao, Yixiong Chen, Shuwen Sun, Jie-Neng Chen, Alan Yuille, Zongwei Zhou

Comments NeurIPS Workshop on Medical Imaging Meets NeurIPS, 2022

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2210.14831 2022-10-27 cs.CV

Streaming Radiance Fields for 3D Video Synthesis

Lingzhi Li, Zhen Shen, Zhongshu Wang, Li Shen, Ping Tan

Comments Accepted at NeurIPS 2022

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2210.14672 2022-10-27 cs.LG

Sparsity in Continuous-Depth Neural Networks

Hananeh Aliee, Till Richter, Mikhail Solonin, Ignacio Ibarra, Fabian Theis, Niki Kilbertus

Comments Neurips 2022

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2210.14664 2022-10-27 cs.LG cs.CG cs.DC cs.DS

Coresets for Vertical Federated Learning: Regularized Linear Regression and $K$-Means Clustering

Lingxiao Huang, Zhize Li, Jialin Sun, Haoyu Zhao

Comments Accepted to NeurIPS 2022, 32 pages

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2210.14593 2022-10-27 cs.LG cs.AI cs.CL cs.NE stat.ML

Scaling Laws Beyond Backpropagation

Matthew J. Filipovich, Alessandro Cappelli, Daniel Hesslow, Julien Launay

Comments I Can't Believe It's Not Better Workshop, NeurIPS 2022

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2210.14056 2022-10-27 cs.LG cs.AI

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

Ajay Chawda, Stefanie Grimm, Marius Kloft

Comments This work has been accepted at Proceedings of the Neurips 2022 Workshop on Synthetic Data 4ML

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2210.13958 2022-10-27 cs.LG cs.CY stat.ML

Mitigating Health Data Poverty: Generative Approaches versus Resampling for Time-series Clinical Data

Raffaele Marchesi, Nicolo Micheletti, Giuseppe Jurman, Venet Osmani

Comments Accepted at NeurIPS 2022 Workshop on Synthetic Data for Empowering ML Research (Neurips 2022 SyntheticData4ML)

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2209.11904 2022-10-27 cs.CR cs.AI cs.LG

CryptoGCN: Fast and Scalable Homomorphically Encrypted Graph Convolutional Network Inference

Ran Ran, Nuo Xu, Wei Wang, Gang Quan, Jieming Yin, Wujie Wen

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

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2209.08040 2022-10-27 cs.LG cs.AI

Exploring the Whole Rashomon Set of Sparse Decision Trees

Rui Xin, Chudi Zhong, Zhi Chen, Takuya Takagi, Margo Seltzer, Cynthia Rudin

Comments NeurIPS 2022 (Oral)

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2209.07474 2022-10-27 cs.CV cs.LG

On the Surprising Effectiveness of Transformers in Low-Labeled Video Recognition

Farrukh Rahman, Ömer Mubarek, Zsolt Kira

Comments Accepted to NeurIPS 2022 Workshop on Vision Transformers: Theory and applications (VTTA)

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2209.03834 2022-10-27 cs.CL

Pre-Training a Graph Recurrent Network for Language Representation

Yile Wang, Linyi Yang, Zhiyang Teng, Ming Zhou, Yue Zhang

Comments NeurIPS Efficient Natural Language and Speech Processing (ENLSP) Workshop 2022

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2207.06921 2022-10-27 eess.SP cs.LG

Automatic Sleep Scoring from Large-scale Multi-channel Pediatric EEG

Harlin Lee, Aaqib Saeed

Comments Learning from Time Series for Health. Workshop at NeurIPS 2022

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2206.04405 2022-10-27 stat.ML cs.LG

Conformal Off-Policy Prediction in Contextual Bandits

Muhammad Faaiz Taufiq, Jean-Francois Ton, Rob Cornish, Yee Whye Teh, Arnaud Doucet

Comments Proceedings of 36th Conference on Neural Information Processing System (NeurIPS 2022)

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2206.02535 2022-10-27 cs.LG

Certified Robustness in Federated Learning

Motasem Alfarra, Juan C. Pérez, Egor Shulgin, Peter Richtárik, Bernard Ghanem

Comments Accepted at Workshop on Federated Learning: Recent Advances and New Challenges, NeurIPS 2022

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2107.12301 2022-10-27 math.OC cs.LG

Enhanced Bilevel Optimization via Bregman Distance

Feihu Huang, Junyi Li, Shangqian Gao, Heng Huang

Comments Published in NeurIPS 2022

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1910.14145 2022-10-27 stat.CO stat.ML

Parameter elimination in particle Gibbs sampling

Anna Wigren, Riccardo Sven Risuleo, Lawrence Murray, Fredrik Lindsten

Journal ref Advances in Neural Information Processing Systems 32 (NeurIPS 2019)

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2210.14330 2022-10-27 q-bio.QM cs.AI q-bio.MN

A single-cell gene expression language model

William Connell, Umair Khan, Michael J. Keiser

Comments 10 pages, 5 figures, Accepted at Learning Meaningful Representations of Life Workshop, 36th Conference on Neural Information Processing Systems (NeurIPS 2022)

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2210.14319 2022-10-27 cs.CV

Explicitly Increasing Input Information Density for Vision Transformers on Small Datasets

Xiangyu Chen, Ying Qin, Wenju Xu, Andrés M. Bur, Cuncong Zhong, Guanghui Wang

Comments Accepted to NeurIPS workshop (VTTA) 2022

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2210.14283 2022-10-27 cs.LG cs.CR cs.CV

Accelerating Certified Robustness Training via Knowledge Transfer

Pratik Vaishnavi, Kevin Eykholt, Amir Rahmati

Comments NeurIPS '22 Camera Ready version (with appendix)

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2210.14273 2022-10-27 astro-ph.CO

Towards a non-Gaussian Generative Model of large-scale Reionization Maps

Yu-Heng Lin, Sultan Hassan, Bruno Régaldo-Saint Blancard, Michael Eickenberg, Chirag Modi

Comments 7 pages, 3 figures, accept in Machine Learning and the Physical Sciences workshop at NeurIPS 2022

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2206.11212 2022-10-27 cs.CV cs.AI cs.CL cs.LG

VisFIS: Visual Feature Importance Supervision with Right-for-the-Right-Reason Objectives

Zhuofan Ying, Peter Hase, Mohit Bansal

Comments NeurIPS 2022 (first two authors contributed equally)

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2206.09370 2022-10-27 math.OC cs.LG stat.ML

Frank-Wolfe-based Algorithms for Approximating Tyler's M-estimator

Lior Danon, Dan Garber

Comments In Neural Information Processing Systems (NeurIPS) 2022

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2202.04020 2022-10-27 math.OC cs.LG stat.ML

Local Linear Convergence of Gradient Methods for Subspace Optimization via Strict Complementarity

Dan Garber, Ron Fisher

Comments In Neural Information Processing Systems (NeurIPS) 2022

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2210.14220 2022-10-26 cs.LG cs.IT math.IT nlin.CD

Characterizing information loss in a chaotic double pendulum with the Information Bottleneck

Kieran A. Murphy, Dani S. Bassett

Comments NeurIPS 2022 workshop paper (Machine learning and the physical sciences); project page: distributed-information-bottleneck.github.io

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2210.14070 2022-10-26 cs.LG

Useful Confidence Measures: Beyond the Max Score

Gal Yona, Amir Feder, Itay Laish

Comments Short paper; appeared in the Workshop on Distribution Shifts @ NeurIPS 2022

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2210.14032 2022-10-26 cs.LG stat.ML

Whitening Convergence Rate of Coupling-based Normalizing Flows

Felix Draxler, Christoph Schnörr, Ullrich Köthe

Comments Proceedings of 36th Conference on Neural Information Processing System (NeurIPS 2022)

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2210.13985 2022-10-26 cs.CL cs.CY

This joke is [MASK]: Recognizing Humor and Offense with Prompting

Junze Li, Mengjie Zhao, Yubo Xie, Antonis Maronikolakis, Pearl Pu, Hinrich Schütze

Comments Transfer Learning for Natural Language Processing Workshop at NeurIPS 2022

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