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期刊&会议

NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17336
2211.05675 2022-11-11 cs.LG cs.CY

Causal Modeling of Soil Processes for Improved Generalization

Somya Sharma, Swati Sharma, Andy Neal, Sara Malvar, Eduardo Rodrigues, John Crawford, Emre Kiciman, Ranveer Chandra

Comments NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning

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2211.05556 2022-11-11 astro-ph.IM

Generating astronomical spectra from photometry with conditional diffusion models

Lars Doorenbos, Stefano Cavuoti, Giuseppe Longo, Massimo Brescia, Raphael Sznitman, Pablo Márquez-Neila

Comments Accepted at NeurIPS 2022 Machine Learning and the Physical Sciences workshop

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2211.05314 2022-11-11 cs.LG stat.ML

DiSC: Differential Spectral Clustering of Features

Ram Dyuthi Sristi, Gal Mishne, Ariel Jaffe

Comments Accepted at NeurIPS 2022

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2211.05304 2022-11-11 cs.CV cs.LG

Contrastive Self-Supervised Learning for Skeleton Representations

Nico Lingg, Miguel Sarabia, Luca Zappella, Barry-John Theobald

Comments 8 pages, 2 figures, 4 tables. Accepted at the NeurIPS 2022 Workshop: Self-Supervised Learning - Theory and Practice

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2211.05236 2022-11-11 cs.CV cs.LG

Okapi: Generalising Better by Making Statistical Matches Match

Myles Bartlett, Sara Romiti, Viktoriia Sharmanska, Novi Quadrianto

Comments Proceeding of NeurIPS 2022

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2211.05187 2022-11-11 cs.CV

Training a Vision Transformer from scratch in less than 24 hours with 1 GPU

Saghar Irandoust, Thibaut Durand, Yunduz Rakhmangulova, Wenjie Zi, Hossein Hajimirsadeghi

Comments 7 pages, 2 figures, 1 table, published in "Has it Trained Yet? Workshop at the Conference on Neural Information Processing Systems (NeurIPS 2022)"

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2211.04755 2022-11-11 cs.CV cs.AI cs.LG

Towards Global Crop Maps with Transfer Learning

Hyun-Woo Jo, Alkiviadis Koukos, Vasileios Sitokonstantinou, Woo-Kyun Lee, Charalampos Kontoes

Comments Accepted for publication at Tackling Climate Change with Machine Learning: workshop at NeurIPS 2022

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2210.15956 2022-11-11 cs.LG

Generalized Laplacian Positional Encoding for Graph Representation Learning

Sohir Maskey, Ali Parviz, Maximilian Thiessen, Hannes Stärk, Ylli Sadikaj, Haggai Maron

Comments Accepted at NeurIPS Workshop on Symmetry and Geometry in Neural Representations: Extended Abstract Track 2022

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2210.04610 2022-11-11 cs.AI cs.CR cs.CV cs.CY cs.LG

Red-Teaming the Stable Diffusion Safety Filter

Javier Rando, Daniel Paleka, David Lindner, Lennart Heim, Florian Tramèr

Comments ML Safety Workshop NeurIPS 2022

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2210.04365 2022-11-11 cs.MA cs.AI cs.LG

ELIGN: Expectation Alignment as a Multi-Agent Intrinsic Reward

Zixian Ma, Rose Wang, Li Fei-Fei, Michael Bernstein, Ranjay Krishna

Comments This paper will be published in Neurips 2022

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2209.08842 2022-11-11 cs.LG cs.AI

Rewarding Episodic Visitation Discrepancy for Exploration in Reinforcement Learning

Mingqi Yuan, Bo Li, Xin Jin, Wenjun Zeng

Comments 16 pages, 9 figures; Deep RL Workshop NeurIPS 2022

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2208.07339 2022-11-11 cs.LG cs.AI

LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale

Tim Dettmers, Mike Lewis, Younes Belkada, Luke Zettlemoyer

Comments Published at NeurIPS 2022. Camera-ready version

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2206.03023 2022-11-11 cs.LG cs.AI

How Far I'll Go: Offline Goal-Conditioned Reinforcement Learning via $f$-Advantage Regression

Yecheng Jason Ma, Jason Yan, Dinesh Jayaraman, Osbert Bastani

Comments NeurIPS 2022. Project website: https://jasonma2016.github.io/GoFAR/

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2205.01663 2022-11-11 cs.LG cs.AI cs.CL

Adversarial Training for High-Stakes Reliability

Daniel M. Ziegler, Seraphina Nix, Lawrence Chan, Tim Bauman, Peter Schmidt-Nielsen, Tao Lin, Adam Scherlis, Noa Nabeshima, Ben Weinstein-Raun, Daniel de Haas, Buck Shlegeris, Nate Thomas

Comments 30 pages, 7 figures, NeurIPS camera-ready

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2211.05092 2022-11-10 cs.CV cs.LG eess.IV

Clinical Contrastive Learning for Biomarker Detection

Kiran Kokilepersaud, Mohit Prabhushankar, Ghassan AlRegib

Comments arXiv admin note: text overlap with arXiv:2209.11195

Journal ref NeurIPS 2022 Workshop: Self-Supervised Learning - Theory and Practice

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2211.05000 2022-11-10 astro-ph.CO astro-ph.IM

Emulating cosmological multifields with generative adversarial networks

Sambatra Andrianomena, Francisco Villaescusa-Navarro, Sultan Hassan

Comments 6 pages, 3 figures, Accepted at the Workshop on Machine Learning and the Physical Sciences, Neural Information Processing Systems (NeurIPS) 2022

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2211.04952 2022-11-10 cs.LG cs.AI

Graph Neural Networks with Adaptive Readouts

David Buterez, Jon Paul Janet, Steven J. Kiddle, Dino Oglic, Pietro Liò

Comments Published at NeurIPS 2022. 10 pages, 5 figures, 1 table

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2211.04926 2022-11-10 eess.IV cs.CV

Optimized Global Perturbation Attacks For Brain Tumour ROI Extraction From Binary Classification Models

Sajith Rajapaksa, Farzad Khalvati

Comments Accepted in Medical Imaging meets NeurIPS Workshop NeurIPS 2022

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2211.04878 2022-11-10 cs.LG cs.AI

Foundation Models for Semantic Novelty in Reinforcement Learning

Tarun Gupta, Peter Karkus, Tong Che, Danfei Xu, Marco Pavone

Comments Foundation Models for Decision Making Workshop at Neural Information Processing Systems, 2022

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2210.13611 2022-11-10 cs.LG cs.AI

Understanding the Evolution of Linear Regions in Deep Reinforcement Learning

Setareh Cohan, Nam Hee Kim, David Rolnick, Michiel van de Panne

Comments NeurIPS 2022 camera ready

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2211.04602 2022-11-10 cs.LG cs.CY

System Safety Engineering for Social and Ethical ML Risks: A Case Study

Edgar W. Jatho, Logan O. Mailloux, Shalaleh Rismani, Eugene D. Williams, Joshua A. Kroll

Comments 14 pages, 5 figures, 3 tables. Accepted to 36th Conference on Neural Information Processing Systems, Workshop on ML Safety (NeurIPS 2022)

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2211.04598 2022-11-10 cs.LG physics.atm-clus

Reducing Down(stream)time: Pretraining Molecular GNNs using Heterogeneous AI Accelerators

Jenna A. Bilbrey, Kristina M. Herman, Henry Sprueill, Soritis S. Xantheas, Payel Das, Manuel Lopez Roldan, Mike Kraus, Hatem Helal, Sutanay Choudhury

Comments Machine Learning and the Physical Sciences Workshop at the 36th conference on Neural Information Processing Systems (NeurIPS)

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2211.04591 2022-11-10 cs.LG cs.AI cs.CL

Learning to Follow Instructions in Text-Based Games

Mathieu Tuli, Andrew C. Li, Pashootan Vaezipoor, Toryn Q. Klassen, Scott Sanner, Sheila A. McIlraith

Comments NeurIPS 2022

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2211.04480 2022-11-10 astro-ph.HE astro-ph.IM

Amortized Bayesian Inference for Supernovae in the Era of the Vera Rubin Observatory Using Normalizing Flows

V. Ashley Villar

Comments 5 pages, accepted in the Neurips Machine Learning and the Physical Sciences conference

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2211.04468 2022-11-10 q-bio.QM cs.LG cs.NE stat.ML

An efficient graph generative model for navigating ultra-large combinatorial synthesis libraries

Aryan Pedawi, Pawel Gniewek, Chaoyi Chang, Brandon M. Anderson, Henry van den Bedem

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

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2211.04291 2022-11-10 astro-ph.IM astro-ph.CO astro-ph.HE

Detection is truncation: studying source populations with truncated marginal neural ratio estimation

Noemi Anau Montel, Christoph Weniger

Comments Accepted for the NeurIPS 2022 workshop Machine Learning and the Physical Sciences; 8 pages, 3 figures

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2210.08008 2022-11-10 cs.AI cs.LG

Inductive Logical Query Answering in Knowledge Graphs

Mikhail Galkin, Zhaocheng Zhu, Hongyu Ren, Jian Tang

Comments Accepted at NeurIPS 2022

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2206.11812 2022-11-10 cs.AI

Formalizing the Problem of Side Effect Regularization

Alexander Matt Turner, Aseem Saxena, Prasad Tadepalli

Comments 14 pages, accepted to ML Safety Workshop at NeurIPS 2022. Alexander Turner and Aseem Saxena contributed equally

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2202.07136 2022-11-10 cs.LG cs.CV

Debiased Self-Training for Semi-Supervised Learning

Baixu Chen, Junguang Jiang, Ximei Wang, Pengfei Wan, Jianmin Wang, Mingsheng Long

Comments NIPS 2022 Oral

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2211.04446 2022-11-09 cs.CR cs.AI cs.LG

Private Set Generation with Discriminative Information

Dingfan Chen, Raouf Kerkouche, Mario Fritz

Comments NeurIPS 2022, 19 pages

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

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