NeurIPS

Log-Linear-Time Gaussian Processes Using Binary Tree Kernels

Michael K. Cohen, Samuel Daulton, Michael A. Osborne

Comments NeurIPS 2022; 9 pages + appendices

Journal ref Adv.Neur.Info.Proc.Sys. 35 (2022) 8118-8129

Black-box Dataset Ownership Verification via Backdoor Watermarking

Yiming Li, Mingyan Zhu, Xue Yang, Yong Jiang, Tao Wei, Shu-Tao Xia

Comments This paper is accepted by IEEE TIFS. 15 pages. The preliminary short version of this paper was posted on arXiv (arXiv:2010.05821) and presented in a non-archival NeurIPS Workshop (2020)

VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning

Che Wang, Xufang Luo, Keith Ross, Dongsheng Li

Comments 41 pages, camera-ready final version, accepted to NeurIPS 2022

Short-term Prediction and Filtering of Solar Power Using State-Space Gaussian Processes

Sean Nassimiha, Peter Dudfield, Jack Kelly, Marc Peter Deisenroth, So Takao

Comments Workshop paper submitted to "Tackling Climate Change with Machine Learning: workshop at NeurIPS 2022"

Learning dynamical systems: an example from open quantum system dynamics

Pietro Novelli

Comments A short note for the "Machine Learning and the Physical Sciences" workshop, NeurIPS 2022

HyperDomainNet: Universal Domain Adaptation for Generative Adversarial Networks

Aibek Alanov, Vadim Titov, Dmitry Vetrov

Comments Accepted to NeurIPS 2022

NELS -- Never-Ending Learner of Sounds

Benjamin Elizalde, Rohan Badlani, Ankit Shah, Anurag Kumar, Bhiksha Raj

Comments Accepted at Machine Learning for Audio Signal Processing (ML4Audio), 31st Conference on Neural Information Processing Systems (NIPS 2017), Long Beach, CA, USA

An intelligent modular real-time vision-based system for environment perception

Amirhossein Kazerouni, Amirhossein Heydarian, Milad Soltany, Aida Mohammadshahi, Abbas Omidi, Saeed Ebadollahi

Comments Accepted in NeurIPS 2022 Workshop on Machine Learning for Autonomous Driving

New Lower Bounds for Private Estimation and a Generalized Fingerprinting Lemma

Gautam Kamath, Argyris Mouzakis, Vikrant Singhal

Comments NeurIPS 2022. Minor correction to the discussion of independent work

Deep Learning on a Data Diet: Finding Important Examples Early in Training

Mansheej Paul, Surya Ganguli, Gintare Karolina Dziugaite

Comments 21 pages, 18 figures

Journal ref Advances in Neural Information Processing Systems 34 (NeurIPS 2021)

Unsupervised Adaptation from Repeated Traversals for Autonomous Driving

Yurong You, Cheng Perng Phoo, Katie Z Luo, Travis Zhang, Wei-Lun Chao, Bharath Hariharan, Mark Campbell, Kilian Q. Weinberger

Comments Accepted by NeurIPS 2022. Code is available at https://github.com/YurongYou/Rote-DA

NCP: Neural Correspondence Prior for Effective Unsupervised Shape Matching

Souhaib Attaiki, Maks Ovsjanikov

Comments NeurIPS 2022, 10 pages, 9 figures

Journal ref 2022 Advances in Neural Information Processing Systems (NeurIPS)

LOT: Layer-wise Orthogonal Training on Improving $\ell_2$ Certified Robustness

Xiaojun Xu, Linyi Li, Bo Li

Comments NeurIPS 2022

Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness

Fredrik Hellström, Giuseppe Durisi

Comments NeurIPS 2022

Journal ref Advances in Neural Information Processing Systems, volume 35, pages 20648-20660, 2022

A New Family of Generalization Bounds Using Samplewise Evaluated CMI

Fredrik Hellström, Giuseppe Durisi

Comments NeurIPS 2022

Journal ref Advances in Neural Information Processing Systems, volume 35, pages 10108-10121, 2022

Molecular Energy Learning Using Alternative Blackbox Matrix-Matrix Multiplication Algorithm for Exact Gaussian Process

Jiace Sun, Lixue Cheng, Thomas F. Miller

Comments Preprint, under review

Journal ref NeurIPS 2021 AI for Science Workshop

Sliced Multi-Marginal Optimal Transport

Samuel Cohen, Alexander Terenin, Yannik Pitcan, Brandon Amos, Marc Peter Deisenroth, K S Sesh Kumar

Journal ref NeurIPS Workshop on Optimal Transport and Machine Learning, 2021

VisCo Grids: Surface Reconstruction with Viscosity and Coarea Grids

Albert Pumarola, Artsiom Sanakoyeu, Lior Yariv, Ali Thabet, Yaron Lipman

Comments Published in NeurIPS 2022

Batch size-invariance for policy optimization

Jacob Hilton, Karl Cobbe, John Schulman

Comments 32 pages. Code is available at https://github.com/openai/ppo-ewma

Journal ref Advances in Neural Information Processing Systems 35 (2022) 17086-17098

The Mass-ive Issue: Anomaly Detection in Jet Physics

Tobias Golling, Takuya Nobe, Dimitrios Proios, John Andrew Raine, Debajyoti Sengupta, Slava Voloshynovskiy, Jean-Francois Arguin, Julien Leissner Martin, Jacinthe Pilette, Debottam Bakshi Gupta, Amir Farbin

Comments 6 pages, 5 figures. Accepted at Third Workshop on Machine Learning and the Physical Sciences (NeurIPS 2020)

MoGDE: Boosting Mobile Monocular 3D Object Detection with Ground Depth Estimation

Yunsong Zhou, Quan Liu, Hongzi Zhu, Yunzhe Li, Shan Chang, Minyi Guo

Comments 36th Conference on Neural Information Processing Systems (NeurIPS), 2022. arXiv admin note: text overlap with arXiv:2303.13018

AutoLink: Self-supervised Learning of Human Skeletons and Object Outlines by Linking Keypoints

Xingzhe He, Bastian Wandt, Helge Rhodin

Comments NeurIPS 2022

Journal ref Advances in Neural Information Processing Systems 2022

Augmented RBMLE-UCB Approach for Adaptive Control of Linear Quadratic Systems

Akshay Mete, Rahul Singh, P. R. Kumar

Comments 36th Conference on Neural Information Processing Systems (NeurIPS 2022). https://openreview.net/forum?id=7pNV4PCjbQy

Semantic Image Attack for Visual Model Diagnosis

Jinqi Luo, Zhaoning Wang, Chen Henry Wu, Dong Huang, Fernando De la Torre

Comments Initial version submitted to NeurIPS 2022

Cross Aggregation Transformer for Image Restoration

Zheng Chen, Yulun Zhang, Jinjin Gu, Yongbing Zhang, Linghe Kong, Xin Yuan

Comments Accepted to NeurIPS 2022. Code is available at https://github.com/zhengchen1999/CAT

Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions

Masanobu Horie, Naoto Mitsume

Comments NeurIPS 2022

SwinTrack: A Simple and Strong Baseline for Transformer Tracking

Liting Lin, Heng Fan, Zhipeng Zhang, Yong Xu, Haibin Ling

Comments 22 pages, 10 figures

Journal ref Advances in Neural Information Processing Systems, 2022

A Coupled Design of Exploiting Record Similarity for Practical Vertical Federated Learning

Zhaomin Wu, Qinbin Li, Bingsheng He

Journal ref Advances in Neural Information Processing Systems 35 (2022) 21087-21100

Two-Stream Network for Sign Language Recognition and Translation

Yutong Chen, Ronglai Zuo, Fangyun Wei, Yu Wu, Shujie Liu, Brian Mak

Comments Accepted by NeurIPS 2022. Code and models are available at: https://github.com/FangyunWei/SLRT

Neural Network Architecture Beyond Width and Depth

Zuowei Shen, Haizhao Yang, Shijun Zhang

Journal ref Advances in Neural Information Processing Systems, 35:5669--5681, 2022