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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17332
2307.01951 2023-10-27 cs.LG cs.AI cs.IT math.IT math.OC stat.ML

A Neural Collapse Perspective on Feature Evolution in Graph Neural Networks

Vignesh Kothapalli, Tom Tirer, Joan Bruna

Comments NeurIPS 2023

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2307.01458 2023-10-27 cs.CL

CARE-MI: Chinese Benchmark for Misinformation Evaluation in Maternity and Infant Care

Tong Xiang, Liangzhi Li, Wangyue Li, Mingbai Bai, Lu Wei, Bowen Wang, Noa Garcia

Comments NeurIPS 2023 Datasets and Benchmarks Track

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2306.08645 2023-10-27 cs.CV cs.LG eess.IV

Training-free Diffusion Model Adaptation for Variable-Sized Text-to-Image Synthesis

Zhiyu Jin, Xuli Shen, Bin Li, Xiangyang Xue

Comments Accepted by NeurIPS 2023. 23 pages, 13 figures

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2306.04618 2023-10-27 cs.CL cs.CR cs.LG

Revisiting Out-of-distribution Robustness in NLP: Benchmark, Analysis, and LLMs Evaluations

Lifan Yuan, Yangyi Chen, Ganqu Cui, Hongcheng Gao, Fangyuan Zou, Xingyi Cheng, Heng Ji, Zhiyuan Liu, Maosong Sun

Comments Accepted to NeurIPS 2023 Dataset and Benchmark Track. Code is available at \url{https://github.com/lifan-yuan/OOD_NLP}

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2306.00612 2023-10-27 cs.CV

AD-PT: Autonomous Driving Pre-Training with Large-scale Point Cloud Dataset

Jiakang Yuan, Bo Zhang, Xiangchao Yan, Tao Chen, Botian Shi, Yikang Li, Yu Qiao

Comments Accepted by NeurIPS 2023. Project page: https://jiakangyuan.github.io/AD-PT.github.io/

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2305.20081 2023-10-27 cs.LG cs.AI

Efficient Diffusion Policies for Offline Reinforcement Learning

Bingyi Kang, Xiao Ma, Chao Du, Tianyu Pang, Shuicheng Yan

Comments Accepted by NeurIPS 2023

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2305.19693 2023-10-27 cs.LG cs.CV

Spontaneous Symmetry Breaking in Generative Diffusion Models

Gabriel Raya, Luca Ambrogioni

Comments As published at NeurIPS 2023, and the size of the file has been optimized for fast downloading

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2305.15807 2023-10-27 stat.ML cs.LG

Small Total-Cost Constraints in Contextual Bandits with Knapsacks, with Application to Fairness

Evgenii Chzhen, Christophe Giraud, Zhen Li, Gilles Stoltz

Journal ref Advances in Neural Information Processing Systems, Dec 2023, New Orleans, United States

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2305.15134 2023-10-27 cs.CV

Networks are Slacking Off: Understanding Generalization Problem in Image Deraining

Jinjin Gu, Xianzheng Ma, Xiangtao Kong, Yu Qiao, Chao Dong

Comments This article has been accepted by NeurIPS 2023

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2305.14858 2023-10-27 cs.LG cs.AI cs.NE

Pre-RMSNorm and Pre-CRMSNorm Transformers: Equivalent and Efficient Pre-LN Transformers

Zixuan Jiang, Jiaqi Gu, Hanqing Zhu, David Z. Pan

Comments NeurIPS 2023 spotlight. Code is available at https://github.com/ZixuanJiang/pre-rmsnorm-transformer

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2305.14267 2023-10-27 cs.LG cs.CV cs.NA math.NA

SEEDS: Exponential SDE Solvers for Fast High-Quality Sampling from Diffusion Models

Martin Gonzalez, Nelson Fernandez, Thuy Tran, Elies Gherbi, Hatem Hajri, Nader Masmoudi

Comments 60 pages. Camera-Ready version for the 37th Conference on Neural Information Processing Systems (NeurIPS 2023)

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2305.13552 2023-10-27 cs.LG cs.AI stat.ML

Squared Neural Families: A New Class of Tractable Density Models

Russell Tsuchida, Cheng Soon Ong, Dino Sejdinovic

Comments Spotlight award at NeurIPS 2023

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2305.12283 2023-10-27 cs.LG stat.ME stat.ML

Distribution-Free Model-Agnostic Regression Calibration via Nonparametric Methods

Shang Liu, Zhongze Cai, Xiaocheng Li

Comments Accepted at NeurIPS 2023 and update a camera-ready version; Add some experiments and literature reviews

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2305.11982 2023-10-27 q-bio.NC cs.LG stat.ML

Sequential Memory with Temporal Predictive Coding

Mufeng Tang, Helen Barron, Rafal Bogacz

Comments 37th Conference on Neural Information Processing Systems (NeurIPS 2023)

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2305.00633 2023-10-27 cs.CL cs.AI cs.LG

Self-Evaluation Guided Beam Search for Reasoning

Yuxi Xie, Kenji Kawaguchi, Yiran Zhao, Xu Zhao, Min-Yen Kan, Junxian He, Qizhe Xie

Comments NeurIPS 2023. 10 pages, 7 figures, 4 tables (33 pages, 14 figures, 15 tables including references and appendices)

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2302.04089 2023-10-27 cs.LG cs.CL

ZipLM: Inference-Aware Structured Pruning of Language Models

Eldar Kurtic, Elias Frantar, Dan Alistarh

Comments Accepted to NeurIPS 2023

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2302.03857 2023-10-27 cs.LG cs.CR

Efficient Adversarial Contrastive Learning via Robustness-Aware Coreset Selection

Xilie Xu, Jingfeng Zhang, Feng Liu, Masashi Sugiyama, Mohan Kankanhalli

Comments NeurIPS 2023 Spotlight

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2302.02209 2023-10-27 cs.LG cs.AI

A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs

Xingyue Huang, Miguel Romero Orth, İsmail İlkan Ceylan, Pablo Barceló

Comments Proceedings of the Thirty-Seventh Annual Conference on Advances in Neural Information Processing Systems (NeurIPS 2023). Code available at: https://github.com/HxyScotthuang/CMPNN

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2301.13349 2023-10-27 cs.LG math.OC stat.ML

Unconstrained Dynamic Regret via Sparse Coding

Zhiyu Zhang, Ashok Cutkosky, Ioannis Ch. Paschalidis

Comments NeurIPS 2023

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2301.12930 2023-10-27 cs.LG stat.ML

Cause-Effect Inference in Location-Scale Noise Models: Maximum Likelihood vs. Independence Testing

Xiangyu Sun, Oliver Schulte

Comments NeurIPS 2023

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2301.12906 2023-10-27 cs.LG math.AT stat.ML

Curvature Filtrations for Graph Generative Model Evaluation

Joshua Southern, Jeremy Wayland, Michael Bronstein, Bastian Rieck

Comments Accepted at the 37th Conference on Neural Information Processing Systems (NeurIPS) 2023

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2210.10485 2023-10-27 cs.LG

Learning Transferable Adversarial Robust Representations via Multi-view Consistency

Minseon Kim, Hyeonjeong Ha, Dong Bok Lee, Sung Ju Hwang

Comments *Equal contribution (Author ordering determined by coin flip). NeurIPS SafetyML workshop 2022, Under review

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2210.10482 2023-10-27 cs.LG

Effective Targeted Attacks for Adversarial Self-Supervised Learning

Minseon Kim, Hyeonjeong Ha, Sooel Son, Sung Ju Hwang

Comments NeurIPS 2023

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2206.05869 2023-10-27 cs.LG math.OC

On the Convergence to a Global Solution of Shuffling-Type Gradient Algorithms

Lam M. Nguyen, Trang H. Tran

Comments The 37th Conference on Neural Information Processing Systems (NeurIPS 2023)

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2203.05556 2023-10-27 cs.LG

On Embeddings for Numerical Features in Tabular Deep Learning

Yury Gorishniy, Ivan Rubachev, Artem Babenko

Comments NeurIPS 2022 camera-ready. Code: https://github.com/yandex-research/tabular-dl-num-embeddings (v3-v4: minor changes)

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2106.11959 2023-10-27 cs.LG

Revisiting Deep Learning Models for Tabular Data

Yury Gorishniy, Ivan Rubachev, Valentin Khrulkov, Artem Babenko

Comments NeurIPS 2021 camera-ready. Code: https://github.com/yandex-research/tabular-dl-revisiting-models (v3-v5: minor changes)

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2310.16763 2023-10-26 cs.CL cs.AI cs.LG

SuperHF: Supervised Iterative Learning from Human Feedback

Gabriel Mukobi, Peter Chatain, Su Fong, Robert Windesheim, Gitta Kutyniok, Kush Bhatia, Silas Alberti

Comments Accepted to the Socially Responsible Language Modelling Research (SoLaR) workshop at NeurIPS 2023

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2310.16752 2023-10-26 cs.LG cs.DS

Simple, Scalable and Effective Clustering via One-Dimensional Projections

Moses Charikar, Monika Henzinger, Lunjia Hu, Maxmilian Vötsch, Erik Waingarten

Comments 41 pages, 6 figures, to appear in NeurIPS 2023

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2310.16686 2023-10-26 cs.AI cs.LG

Dynamics Generalisation in Reinforcement Learning via Adaptive Context-Aware Policies

Michael Beukman, Devon Jarvis, Richard Klein, Steven James, Benjamin Rosman

Comments Accepted to NeurIPS 2023

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2310.16678 2023-10-26 cs.LG cs.CR

Robust and Actively Secure Serverless Collaborative Learning

Olive Franzese, Adam Dziedzic, Christopher A. Choquette-Choo, Mark R. Thomas, Muhammad Ahmad Kaleem, Stephan Rabanser, Congyu Fang, Somesh Jha, Nicolas Papernot, Xiao Wang

Comments Accepted at NeurIPS 2023

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