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期刊&会议

NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17332
2305.18402 2023-10-31 cs.LG

Neural Sculpting: Uncovering hierarchically modular task structure in neural networks through pruning and network analysis

Shreyas Malakarjun Patil, Loizos Michael, Constantine Dovrolis

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

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2305.18046 2023-10-31 physics.chem-ph stat.ML

Implicit Transfer Operator Learning: Multiple Time-Resolution Surrogates for Molecular Dynamics

Mathias Schreiner, Ole Winther, Simon Olsson

Comments 23 pages, 12 figures, 4 tables, NeurIPS 2023

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2305.16292 2023-10-31 cs.LG

Sharpness-Aware Minimization Leads to Low-Rank Features

Maksym Andriushchenko, Dara Bahri, Hossein Mobahi, Nicolas Flammarion

Comments The camera-ready version (NeurIPS 2023)

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2305.15640 2023-10-31 cs.LG cs.CV

Characterizing Out-of-Distribution Error via Optimal Transport

Yuzhe Lu, Yilong Qin, Runtian Zhai, Andrew Shen, Ketong Chen, Zhenlin Wang, Soheil Kolouri, Simon Stepputtis, Joseph Campbell, Katia Sycara

Comments NeurIPS 2023

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2305.15393 2023-10-31 cs.CV cs.AI

LayoutGPT: Compositional Visual Planning and Generation with Large Language Models

Weixi Feng, Wanrong Zhu, Tsu-jui Fu, Varun Jampani, Arjun Akula, Xuehai He, Sugato Basu, Xin Eric Wang, William Yang Wang

Comments NeurIPS 2023

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2305.15267 2023-10-31 cs.LG stat.ML

Training Energy-Based Normalizing Flow with Score-Matching Objectives

Chen-Hao Chao, Wei-Fang Sun, Yen-Chang Hsu, Zsolt Kira, Chun-Yi Lee

Comments Published at NeurIPS 2023. Code: https://github.com/chen-hao-chao/ebflow

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2305.14593 2023-10-31 stat.ML cs.LG stat.CO

Discriminative calibration: Check Bayesian computation from simulations and flexible classifier

Yuling Yao, Justin Domke

Comments Published at Neural Information Processing Systems (NeurIPS 2023)

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2305.14152 2023-10-31 cs.LG cs.AI

Memory-Efficient Fine-Tuning of Compressed Large Language Models via sub-4-bit Integer Quantization

Jeonghoon Kim, Jung Hyun Lee, Sungdong Kim, Joonsuk Park, Kang Min Yoo, Se Jung Kwon, Dongsoo Lee

Comments Published at NeurIPS 2023. Camera-ready version

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2305.14076 2023-10-31 math.ST cs.LG math.PR stat.CO stat.ML stat.TH

Towards Understanding the Dynamics of Gaussian-Stein Variational Gradient Descent

Tianle Liu, Promit Ghosal, Krishnakumar Balasubramanian, Natesh S. Pillai

Comments NeurIPS 2023; 60 pages, 8 figures

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2305.12056 2023-10-31 stat.ML cs.LG math.OC

Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent

Lingjiong Zhu, Mert Gurbuzbalaban, Anant Raj, Umut Simsekli

Comments 49 pages, NeurIPS 2023

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2305.10519 2023-10-31 cs.CL cs.LG

Statistical Knowledge Assessment for Large Language Models

Qingxiu Dong, Jingjing Xu, Lingpeng Kong, Zhifang Sui, Lei Li

Comments Accepted by NeurIPS 2023

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2305.07017 2023-10-31 cs.CV

An Inverse Scaling Law for CLIP Training

Xianhang Li, Zeyu Wang, Cihang Xie

Comments NeurIPS 2023 camera-ready

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2304.14997 2023-10-31 cs.LG

Towards Automated Circuit Discovery for Mechanistic Interpretability

Arthur Conmy, Augustine N. Mavor-Parker, Aengus Lynch, Stefan Heimersheim, Adrià Garriga-Alonso

Comments NeurIPS 2023 Spotlight

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2304.11327 2023-10-31 cs.LG stat.ML

Understanding and Improving Feature Learning for Out-of-Distribution Generalization

Yongqiang Chen, Wei Huang, Kaiwen Zhou, Yatao Bian, Bo Han, James Cheng

Comments Yongqiang Chen, Wei Huang, and Kaiwen Zhou contributed equally; NeurIPS 2023, 55 pages, 64 figures

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2304.10440 2023-10-31 cs.CV

OpenLane-V2: A Topology Reasoning Benchmark for Unified 3D HD Mapping

Huijie Wang, Tianyu Li, Yang Li, Li Chen, Chonghao Sima, Zhenbo Liu, Bangjun Wang, Peijin Jia, Yuting Wang, Shengyin Jiang, Feng Wen, Hang Xu, Ping Luo, Junchi Yan, Wei Zhang, Hongyang Li

Comments Accepted by NeurIPS 2023 Track on Datasets and Benchmarks | OpenLane-V2 Dataset: https://github.com/OpenDriveLab/OpenLane-V2

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2304.06939 2023-10-31 cs.CV cs.CL

Multimodal C4: An Open, Billion-scale Corpus of Images Interleaved with Text

Wanrong Zhu, Jack Hessel, Anas Awadalla, Samir Yitzhak Gadre, Jesse Dodge, Alex Fang, Youngjae Yu, Ludwig Schmidt, William Yang Wang, Yejin Choi

Comments NeurIPS D&B 2023. Project homepage: https://github.com/allenai/mmc4

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2304.03370 2023-10-31 cs.LG cs.CR

Reliable learning in challenging environments

Maria-Florina Balcan, Steve Hanneke, Rattana Pukdee, Dravyansh Sharma

Journal ref NeurIPS 2023

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2303.12175 2023-10-31 cs.CV cs.AI cs.CR

Black-box Backdoor Defense via Zero-shot Image Purification

Yucheng Shi, Mengnan Du, Xuansheng Wu, Zihan Guan, Jin Sun, Ninghao Liu

Comments Accepted by NeurIPS 2023

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2303.06833 2023-10-31 cs.LG cs.AI

Transformer-based Planning for Symbolic Regression

Parshin Shojaee, Kazem Meidani, Amir Barati Farimani, Chandan K. Reddy

Comments NeurIPS 2023. Project code at: https://github.com/deep-symbolic-mathematics/TPSR

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2303.04745 2023-10-31 cs.LG stat.ML

A General Theory of Correct, Incorrect, and Extrinsic Equivariance

Dian Wang, Xupeng Zhu, Jung Yeon Park, Mingxi Jia, Guanang Su, Robert Platt, Robin Walters

Comments Published at NeurIPS 2023

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2303.02265 2023-10-31 cs.AI cs.LG

Learning to Influence Human Behavior with Offline Reinforcement Learning

Joey Hong, Sergey Levine, Anca Dragan

Comments Published at NeurIPS 2023; 13 pages, 10 figures

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2303.01870 2023-10-31 cs.CV cs.CR cs.LG

Revisiting Adversarial Training for ImageNet: Architectures, Training and Generalization across Threat Models

Naman D Singh, Francesco Croce, Matthias Hein

Comments Accepted at NeurIPS 2023

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2302.05259 2023-10-31 stat.ML cs.LG

Star-Shaped Denoising Diffusion Probabilistic Models

Andrey Okhotin, Dmitry Molchanov, Vladimir Arkhipkin, Grigory Bartosh, Viktor Ohanesian, Aibek Alanov, Dmitry Vetrov

Comments Accepted at NeurIPS 2023

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2302.01381 2023-10-31 cs.LG cs.CV

Effective Robustness against Natural Distribution Shifts for Models with Different Training Data

Zhouxing Shi, Nicholas Carlini, Ananth Balashankar, Ludwig Schmidt, Cho-Jui Hsieh, Alex Beutel, Yao Qin

Comments NeurIPS 2023

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2301.13721 2023-10-31 cs.CV

DisDiff: Unsupervised Disentanglement of Diffusion Probabilistic Models

Tao Yang, Yuwang Wang, Yan Lv, Nanning Zheng

Comments Accepted by NeurIPS 2023

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2301.13314 2023-10-31 math.OC cs.LG

Oracle Complexity of Single-Loop Switching Subgradient Methods for Non-Smooth Weakly Convex Functional Constrained Optimization

Yankun Huang, Qihang Lin

Comments This work is published in the proceedings of NeurIPS 2023

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2301.09028 2023-10-31 cs.AI cs.LG stat.ML

Characterization and Learning of Causal Graphs with Small Conditioning Sets

Murat Kocaoglu

Comments Published in NeurIPS'23. 41 pages

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2211.13251 2023-10-31 cs.CV

CGOF++: Controllable 3D Face Synthesis with Conditional Generative Occupancy Fields

Keqiang Sun, Shangzhe Wu, Ning Zhang, Zhaoyang Huang, Quan Wang, Hongsheng Li

Comments Accepted to IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). This article is an extension of the NeurIPS'22 paper arXiv:2206.08361

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2206.09203 2023-10-31 cs.AI cs.CV cs.LG

Interactive Visual Reasoning under Uncertainty

Manjie Xu, Guangyuan Jiang, Wei Liang, Chi Zhang, Yixin Zhu

Comments Accepted at NeurIPS 2023 (Datasets and Benchmarks)

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2206.07550 2023-10-31 cs.CL cs.AI cs.LG

Evaluating and Inducing Personality in Pre-trained Language Models

Guangyuan Jiang, Manjie Xu, Song-Chun Zhu, Wenjuan Han, Chi Zhang, Yixin Zhu

Comments Accepted at NeurIPS 2023 (Spotlight)

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