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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17344
2205.10041 2022-10-18 cs.LG stat.ML

Posterior Refinement Improves Sample Efficiency in Bayesian Neural Networks

Agustinus Kristiadi, Runa Eschenhagen, Philipp Hennig

Comments NeurIPS 2022

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2205.00504 2022-10-18 stat.ML cs.AI cs.CY cs.LG

Domain Adaptation meets Individual Fairness. And they get along

Debarghya Mukherjee, Felix Petersen, Mikhail Yurochkin, Yuekai Sun

Comments Published at NeurIPS 2022

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2203.03535 2022-10-18 cs.LG cs.AI cs.MA

Influencing Long-Term Behavior in Multiagent Reinforcement Learning

Dong-Ki Kim, Matthew Riemer, Miao Liu, Jakob N. Foerster, Michael Everett, Chuangchuang Sun, Gerald Tesauro, Jonathan P. How

Comments Accepted to NeurIPS 2022. The earlier version was presented at the Gamification and Multiagent Solutions Workshop (ICLR 2022) with a spotlight. Code at https://github.com/dkkim93/further and videos at https://sites.google.com/view/further-marl

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2202.01908 2022-10-18 cs.LG cs.DS

Sampling with Riemannian Hamiltonian Monte Carlo in a Constrained Space

Yunbum Kook, Yin Tat Lee, Ruoqi Shen, Santosh S. Vempala

Comments Mixing-rate proof added. To appear in NeurIPS 2022

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2202.01341 2022-10-18 cs.LG

Robust Binary Models by Pruning Randomly-initialized Networks

Chen Liu, Ziqi Zhao, Sabine Süsstrunk, Mathieu Salzmann

Comments Accepted as NeurIPS 2022 paper

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2108.06084 2022-10-18 cs.LG cs.DC

The Stability-Efficiency Dilemma: Investigating Sequence Length Warmup for Training GPT Models

Conglong Li, Minjia Zhang, Yuxiong He

Comments Published in NeurIPS 2022. This paper was previously titled "Curriculum Learning: A Regularization Method for Efficient and Stable Billion-Scale GPT Model Pre-Training" in early arxiv preprint versions

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2108.00065 2022-10-18 cs.LG

Model Preserving Compression for Neural Networks

Jerry Chee, Megan Renz, Anil Damle, Christopher De Sa

Comments 26 pages, 15 figures. To be published in Advances in Neural Information Processing Systems 35

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2102.11008 2022-10-18 cs.CL

InsNet: An Efficient, Flexible, and Performant Insertion-based Text Generation Model

Sidi Lu, Tao Meng, Nanyun Peng

Comments Accepted as a poster paper at NeurIPS 2022

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2012.09700 2022-10-18 cs.CV

RainNet: A Large-Scale Imagery Dataset and Benchmark for Spatial Precipitation Downscaling

Xuanhong Chen, Kairui Feng, Naiyuan Liu, Bingbing Ni, Yifan Lu, Zhengyan Tong, Ziang Liu

Comments Accepted at NeurIPS 2022. Project page: https://neuralchen.github.io/RainNet/

Journal ref Conference on Neural Information Processing Systems (NeurIPS) 2022

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2210.08001 2022-10-17 cs.CV cs.AI cs.LG

Learnable Polyphase Sampling for Shift Invariant and Equivariant Convolutional Networks

Renan A. Rojas-Gomez, Teck-Yian Lim, Alexander G. Schwing, Minh N. Do, Raymond A. Yeh

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

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2210.07940 2022-10-17 cs.CV cs.AI cs.CL cs.LG

AVLEN: Audio-Visual-Language Embodied Navigation in 3D Environments

Sudipta Paul, Amit K. Roy-Chowdhury, Anoop Cherian

Comments Accepted at NeurIPS 2022

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2210.07810 2022-10-17 stat.ML cs.CV

A Consistent and Differentiable Lp Canonical Calibration Error Estimator

Teodora Popordanoska, Raphael Sayer, Matthew B. Blaschko

Comments To appear at NeurIPS 2022

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2210.07802 2022-10-17 cs.LG cs.AI

Object-Category Aware Reinforcement Learning

Qi Yi, Rui Zhang, Shaohui Peng, Jiaming Guo, Xing Hu, Zidong Du, Xishan Zhang, Qi Guo, Yunji Chen

Comments This paper is to be published on NeurIPS 2022

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2210.07702 2022-10-17 cs.LG math.CO math.OC

Theory and Approximate Solvers for Branched Optimal Transport with Multiple Sources

Peter Lippmann, Enrique Fita Sanmartín, Fred A. Hamprecht

Comments To be published in proceedings of NeurIPS 2022

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2210.07650 2022-10-17 cs.CV cs.AI cs.GR

DART: Articulated Hand Model with Diverse Accessories and Rich Textures

Daiheng Gao, Yuliang Xiu, Kailin Li, Lixin Yang, Feng Wang, Peng Zhang, Bang Zhang, Cewu Lu, Ping Tan

Comments Homepage: dart2022.github.io. Accepted by NeurIPS 2022 Datasets and Benchmarks Track

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2210.07606 2022-10-17 cs.LG cs.SI

Revisiting Heterophily For Graph Neural Networks

Sitao Luan, Chenqing Hua, Qincheng Lu, Jiaqi Zhu, Mingde Zhao, Shuyuan Zhang, Xiao-Wen Chang, Doina Precup

Comments Published at 36th Conference on Neural Information Processing Systems (NeurIPS 2022). arXiv admin note: substantial text overlap with arXiv:2109.05641

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2210.07573 2022-10-17 cs.LG

Model-based Safe Deep Reinforcement Learning via a Constrained Proximal Policy Optimization Algorithm

Ashish Kumar Jayant, Shalabh Bhatnagar

Comments Proceedings of NeurIPS 2022

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2210.07571 2022-10-17 cs.CV cs.LG

Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization

Chaoqi Chen, Luyao Tang, Feng Liu, Gangming Zhao, Yue Huang, Yizhou Yu

Comments Accepted by NeurIPS 2022

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2210.07562 2022-10-17 cs.CV

TokenMixup: Efficient Attention-guided Token-level Data Augmentation for Transformers

Hyeong Kyu Choi, Joonmyung Choi, Hyunwoo J. Kim

Comments Accepted paper at NeurIPS 2022

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2210.07532 2022-10-17 cs.LG eess.SP stat.ML

Provable Subspace Identification Under Post-Nonlinear Mixtures

Qi Lyu, Xiao Fu

Comments Accepted to NeurIPS 2022, 21 pages, 2 figures

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2210.07518 2022-10-17 cs.LG cs.AI cs.SI

Counterfactual Neural Temporal Point Process for Estimating Causal Influence of Misinformation on Social Media

Yizhou Zhang, Defu Cao, Yan Liu

Comments 19 pages, 8 figures, already accepted by NeurIPS 2022

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2210.07506 2022-10-17 cs.CV

Weakly-Supervised Multi-Granularity Map Learning for Vision-and-Language Navigation

Peihao Chen, Dongyu Ji, Kunyang Lin, Runhao Zeng, Thomas H. Li, Mingkui Tan, Chuang Gan

Comments Accepted by NeurIPS 2022

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2210.07505 2022-10-17 cs.CV cs.RO

Learning Active Camera for Multi-Object Navigation

Peihao Chen, Dongyu Ji, Kunyang Lin, Weiwen Hu, Wenbing Huang, Thomas H. Li, Mingkui Tan, Chuang Gan

Comments Accepted by NeurIPS 2022

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2210.07430 2022-10-17 physics.ins-det cs.LG hep-ex stat.ML

CaloDVAE : Discrete Variational Autoencoders for Fast Calorimeter Shower Simulation

Abhishek Abhishek, Eric Drechsler, Wojciech Fedorko, Bernd Stelzer

Comments 11 pages, 4 figures, 5 tables, Accepted version at NeurIPS Workshop on Machine Learning and the Physical Sciences (ML4PS) 2021

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2210.07394 2022-10-17 cs.LG

Efficiently Computing Local Lipschitz Constants of Neural Networks via Bound Propagation

Zhouxing Shi, Yihan Wang, Huan Zhang, Zico Kolter, Cho-Jui Hsieh

Comments NeurIPS 2022

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2210.07387 2022-10-17 cs.CV cs.LG q-bio.BM

Amortized Inference for Heterogeneous Reconstruction in Cryo-EM

Axel Levy, Gordon Wetzstein, Julien Martel, Frederic Poitevin, Ellen D. Zhong

Journal ref Neural Information Processing Systems (NeurIPS) 2022

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2210.07309 2022-10-17 cs.LG cs.AI q-bio.GN q-bio.MN

SHINE: SubHypergraph Inductive Neural nEtwork

Yuan Luo

Comments 36th Conference on Neural Information Processing Systems (NeurIPS 2022)

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2210.07297 2022-10-17 cs.LG

AMP: Automatically Finding Model Parallel Strategies with Heterogeneity Awareness

Dacheng Li, Hongyi Wang, Eric Xing, Hao Zhang

Comments Accepted at NeurIPS 2022 (Paper ID: 12583)

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2210.07271 2022-10-17 cs.LG

BLOX: Macro Neural Architecture Search Benchmark and Algorithms

Thomas Chun Pong Chau, Łukasz Dudziak, Hongkai Wen, Nicholas Donald Lane, Mohamed S Abdelfattah

Comments Published in the Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS 2022) Track on Datasets and Benchmarks

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2210.06583 2022-10-17 cs.CV cs.LG eess.IV

S4ND: Modeling Images and Videos as Multidimensional Signals Using State Spaces

Eric Nguyen, Karan Goel, Albert Gu, Gordon W. Downs, Preey Shah, Tri Dao, Stephen A. Baccus, Christopher Ré

Comments NeurIPS 2022

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