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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17329
2312.02339 2023-12-06 cs.LG cs.AI stat.ML

Expressive Sign Equivariant Networks for Spectral Geometric Learning

Derek Lim, Joshua Robinson, Stefanie Jegelka, Haggai Maron

Comments NeurIPS 2023 Spotlight

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2312.02308 2023-12-06 cs.LG cs.AI physics.chem-ph

AdsorbRL: Deep Multi-Objective Reinforcement Learning for Inverse Catalysts Design

Romain Lacombe, Lucas Hendren, Khalid El-Awady

Comments 37th Conference on Neural Information Processing Systems (NeurIPS 2023), AI for Accelerated Materials Design Workshop

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2312.02266 2023-12-06 astro-ph.IM astro-ph.HE

Hierarchical Cross-entropy Loss for Classification of Astrophysical Transients

V. Ashley Villar, Kaylee de Soto, Alex Gagliano

Comments Accepted to Machine Learning and the Physical Sciences Workshop at NeurIPS 2023

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2312.02231 2023-12-06 cs.AI cs.MA

Quality Diversity in the Amorphous Fortress (QD-AF): Evolving for Complexity in 0-Player Games

Sam Earle, M Charity, Dipika Rajesh, Mayu Wilson, Julian Togelius

Comments 18 pages, 7 figures, ALOE workship at NeurIPS 2023

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2312.02179 2023-12-06 cs.LG cs.AI cs.CL

Training Chain-of-Thought via Latent-Variable Inference

Du Phan, Matthew D. Hoffman, David Dohan, Sholto Douglas, Tuan Anh Le, Aaron Parisi, Pavel Sountsov, Charles Sutton, Sharad Vikram, Rif A. Saurous

Comments 23 pages, 37th Conference on Neural Information Processing Systems (NeurIPS 2023)

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2311.15138 2023-12-06 cs.CV

Can SAM recognize crops? Quantifying the zero-shot performance of a semantic segmentation foundation model on generating crop-type maps using satellite imagery for precision agriculture

Rutuja Gurav, Het Patel, Zhuocheng Shang, Ahmed Eldawy, Jia Chen, Elia Scudiero, Evangelos Papalexakis

Comments Accepted at NeurIPS 2023 AI for Science Workshop

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2311.14062 2023-12-06 cs.CV

Hardware Resilience Properties of Text-Guided Image Classifiers

Syed Talal Wasim, Kabila Haile Soboka, Abdulrahman Mahmoud, Salman Khan, David Brooks, Gu-Yeon Wei

Comments Accepted at NeurIPS 2023

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2311.06595 2023-12-06 cs.CL

From Classification to Generation: Insights into Crosslingual Retrieval Augmented ICL

Xiaoqian Li, Ercong Nie, Sheng Liang

Comments In The Workshop on Instruction Tuning and Instruction Following, held in conjunction with The Conference on NeurIPS 2023, December 2023. arXiv admin note: text overlap with arXiv:2311.00587

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2311.03236 2023-12-06 cs.LG cs.MM

Out-of-distribution Detection Learning with Unreliable Out-of-distribution Sources

Haotian Zheng, Qizhou Wang, Zhen Fang, Xiaobo Xia, Feng Liu, Tongliang Liu, Bo Han

Comments Accepted by NeurIPS 2023

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2310.16546 2023-12-06 cs.LG cs.AI

Pitfall of Optimism: Distributional Reinforcement Learning by Randomizing Risk Criterion

Taehyun Cho, Seungyub Han, Heesoo Lee, Kyungjae Lee, Jungwoo Lee

Comments NeurIPS 2023

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2310.03152 2023-12-06 cs.LG

Towards out-of-distribution generalizable predictions of chemical kinetics properties

Zihao Wang, Yongqiang Chen, Yang Duan, Weijiang Li, Bo Han, James Cheng, Hanghang Tong

Comments NeurIPS 2023 Workshop in AI for Scientific Discovery: From Theory to Practice. 11 pages, 1 figure, and 5 tables Data and code can be found in https://github.com/zihao-wang/ReactionOOD

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2310.01415 2023-12-06 cs.CV cs.AI cs.CL cs.RO

GPT-Driver: Learning to Drive with GPT

Jiageng Mao, Yuxi Qian, Junjie Ye, Hang Zhao, Yue Wang

Comments NeurIPS 2023 Foundation Models for Decision Making Workshop

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2307.06046 2023-12-06 cs.LG cs.AI

A Multi-Task Perspective for Link Prediction with New Relation Types and Nodes

Jincheng Zhou, Beatrice Bevilacqua, Bruno Ribeiro

Comments Accepted to NeurIPS GLFrontiers 2023. 24 pages, 3 figures

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2306.04675 2023-12-06 cs.LG cs.CV stat.ML

Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models

George Stein, Jesse C. Cresswell, Rasa Hosseinzadeh, Yi Sui, Brendan Leigh Ross, Valentin Villecroze, Zhaoyan Liu, Anthony L. Caterini, J. Eric T. Taylor, Gabriel Loaiza-Ganem

Comments NeurIPS 2023. 53 pages, 29 figures, 12 tables. Code at https://github.com/layer6ai-labs/dgm-eval, reviews at https://openreview.net/forum?id=08zf7kTOoh

Journal ref Thirty-seventh Conference on Neural Information Processing Systems (2023)

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2306.02666 2023-12-06 cs.NE math.AG math.FA math.OC

Does a sparse ReLU network training problem always admit an optimum?

Quoc-Tung Le, Elisa Riccietti, Rémi Gribonval

Comments NeurIPS 2023 - Thirty-seventh Conference on Neural Information Processing Systems, Dec 2023, New Orleans (Lousiane), United States

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2305.19798 2023-12-06 cs.LG cs.AI cs.CV

Primal-Attention: Self-attention through Asymmetric Kernel SVD in Primal Representation

Yingyi Chen, Qinghua Tao, Francesco Tonin, Johan A. K. Suykens

Comments NeurIPS 2023. We provide a primal-dual representation for the asymmetric self-attention in transformer that allows to avoid explicit computation of the kernel matrix

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2301.10250 2023-12-06 cs.LG physics.data-an

Solving Inverse Physics Problems with Score Matching

Benjamin J. Holzschuh, Simona Vegetti, Nils Thuerey

Comments Accepted at NeurIPS 2023; code available at https://github.com/tum-pbs/SMDP

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2211.02900 2023-12-06 cs.LG math.DG stat.ML

Grassmann Manifold Flows for Stable Shape Generation

Ryoma Yataka, Kazuki Hirashima, Masashi Shiraishi

Comments 35 pages, Accepted to NeurIPS 2023

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2312.02019 2023-12-05 cs.LG cs.AI

Action Inference by Maximising Evidence: Zero-Shot Imitation from Observation with World Models

Xingyuan Zhang, Philip Becker-Ehmck, Patrick van der Smagt, Maximilian Karl

Comments NeurIPS 2023

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2310.00052 2023-12-05 astro-ph.IM cs.AI gr-qc

AI ensemble for signal detection of higher order gravitational wave modes of quasi-circular, spinning, non-precessing binary black hole mergers

Minyang Tian, E. A. Huerta, Huihuo Zheng

Comments 4 pages, 2 figures, 1 table; v2: 5 pages, 2 figures, 1 table, accepted to NeurIPS 2023 workshop on Machine Learning and the Physical Sciences

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2312.01994 2023-12-05 cs.LG cs.CV eess.IV q-bio.NC

A Generative Self-Supervised Framework using Functional Connectivity in fMRI Data

Jungwon Choi, Seongho Keum, EungGu Yun, Byung-Hoon Kim, Juho Lee

Comments NeurIPS 2023 Temporal Graph Learning Workshop

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2312.01547 2023-12-05 cs.DS cs.LG stat.ML

Near-Optimal Algorithms for Gaussians with Huber Contamination: Mean Estimation and Linear Regression

Ilias Diakonikolas, Daniel M. Kane, Ankit Pensia, Thanasis Pittas

Comments To appear in NeurIPS 2023

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2312.01536 2023-12-05 cs.CV

CalliPaint: Chinese Calligraphy Inpainting with Diffusion Model

Qisheng Liao, Zhinuo Wang, Muhammad Abdul-Mageed, Gus Xia

Comments Accepted as a Machine Learning for Creativity and Design(ML4CD) workshop paper at NeruaIPS 2023. https://neurips.cc/virtual/2023/workshop/66545#wse-detail-75063

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2312.01504 2023-12-05 cs.CV cs.AI cs.CL cs.LG

Effectively Fine-tune to Improve Large Multimodal Models for Radiology Report Generation

Yuzhe Lu, Sungmin Hong, Yash Shah, Panpan Xu

Comments Accepted to Deep Generative Models for Health Workshop at NeurIPS 2023

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2312.01473 2023-12-05 cs.LG

Regularity as Intrinsic Reward for Free Play

Cansu Sancaktar, Justus Piater, Georg Martius

Comments NeurIPS 2023 camera-ready version. Project webpage at http://sites.google.com/view/rair-project

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2312.01457 2023-12-05 stat.ML cs.LG stat.ME

Marginal Density Ratio for Off-Policy Evaluation in Contextual Bandits

Muhammad Faaiz Taufiq, Arnaud Doucet, Rob Cornish, Jean-Francois Ton

Comments Conference on Neural Information Processing Systems (NeurIPS 2023)

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2312.01456 2023-12-05 cs.LG cs.SY eess.SY

Compositional Policy Learning in Stochastic Control Systems with Formal Guarantees

Đorđe Žikelić, Mathias Lechner, Abhinav Verma, Krishnendu Chatterjee, Thomas A. Henzinger

Comments Accepted at NeurIPS 2023

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2312.01350 2023-12-05 cs.AI

Honesty Is the Best Policy: Defining and Mitigating AI Deception

Francis Rhys Ward, Francesco Belardinelli, Francesca Toni, Tom Everitt

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

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2312.01286 2023-12-05 cs.LG physics.plasm-ph

Continuous Convolutional Neural Networks for Disruption Prediction in Nuclear Fusion Plasmas

William F Arnold, Lucas Spangher, Christina Rea

Comments Accepted at CCAI NeurIPS 2023

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2312.01242 2023-12-05 cs.LG cs.AI

DDxT: Deep Generative Transformer Models for Differential Diagnosis

Mohammad Mahmudul Alam, Edward Raff, Tim Oates, Cynthia Matuszek

Comments Accepted at 1st Workshop on Deep Generative Models for Health at NeurIPS 2023

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