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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17330
2311.16052 2023-11-28 cs.CV

Exploring Attribute Variations in Style-based GANs using Diffusion Models

Rishubh Parihar, Prasanna Balaji, Raghav Magazine, Sarthak Vora, Tejan Karmali, Varun Jampani, R. Venkatesh Babu

Comments Neurips Workshop on Diffusion Models 2023

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2311.15990 2023-11-28 cs.LG stat.ML

Should We Learn Most Likely Functions or Parameters?

Shikai Qiu, Tim G. J. Rudner, Sanyam Kapoor, Andrew Gordon Wilson

Comments NeurIPS 2023. Code available at https://github.com/activatedgeek/function-space-map

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2311.15979 2023-11-28 cs.LG cs.AI

Soil Organic Carbon Estimation from Climate-related Features with Graph Neural Network

Weiying Zhao, Natalia Efremova

Journal ref Tackling Climate Change with Machine Learning: workshop at NeurIPS 2023

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2311.15925 2023-11-28 cs.LG cs.AI cs.MA cs.SE

Reinforcement Learning for Wildfire Mitigation in Simulated Disaster Environments

Alexander Tapley, Marissa Dotter, Michael Doyle, Aidan Fennelly, Dhanuj Gandikota, Savanna Smith, Michael Threet, Tim Welsh

Comments 12 pages, 4 figures including Appendices (A, B). Accepted as a paper in the Proposals track at the "Tackling Climate Change with Machine Learning" workshop at NeurIPS 2023. MITRE Public Release Case Number 23-3920

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2311.15838 2023-11-28 cs.LG cs.AI

Utilizing Explainability Techniques for Reinforcement Learning Model Assurance

Alexander Tapley, Kyle Gatesman, Luis Robaina, Brett Bissey, Joseph Weissman

Comments 9 pages, 8 figures including appendices (A, B, C). Accepted as a poster presentation in the demo track at the "XAI in Action: Past, Present, and Future Applications" workshop at NeurIPS 2023. MITRE Public Release Case Number 23-3095

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2311.15722 2023-11-28 cs.LG cs.AI cs.CV cs.HC stat.ML

GLIME: General, Stable and Local LIME Explanation

Zeren Tan, Yang Tian, Jian Li

Comments Accepted by NeurIPS 2023 as a Spotlight paper

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2311.15682 2023-11-28 cs.LG cs.IT math.IT q-bio.NC

Information theoretic study of the neural geometry induced by category learning

Laurent Bonnasse-Gahot, Jean-Pierre Nadal

Comments 7 pages, 2 figures, Accepted (Oral) to InfoCog@NeurIPS 2023

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2311.15650 2023-11-28 astro-ph.CO astro-ph.IM

SimSIMS: Simulation-based Supernova Ia Model Selection with thousands of latent variables

Konstantin Karchev, Roberto Trotta, Christoph Weniger

Comments Accepted for the NeurIPS 2023 workshop Machine Learning and the Physical Sciences; 5 pages, 3 figures

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2311.15341 2023-11-28 cs.LG

Generative Modelling of Stochastic Actions with Arbitrary Constraints in Reinforcement Learning

Changyu Chen, Ramesha Karunasena, Thanh Hong Nguyen, Arunesh Sinha, Pradeep Varakantham

Comments Accepted in NeurIPS 2023. Website: https://cameron-chen.github.io/flow-iar/

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2311.15303 2023-11-28 cs.LG cs.AI

Concept Distillation: Leveraging Human-Centered Explanations for Model Improvement

Avani Gupta, Saurabh Saini, P J Narayanan

Comments Neurips 2023

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2311.15160 2023-11-28 astro-ph.GA astro-ph.CO

Causa prima: cosmology meets causal discovery for the first time

Mario Pasquato, Zehao Jin, Pablo Lemos, Benjamin L. Davis, Andrea V. Macciò

Comments ML4PS NeurIPS workshop 2023 accepted

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2311.15047 2023-11-28 cs.LG cs.NE

Training a Hopfield Variational Autoencoder with Equilibrium Propagation

Tom Van Der Meersch, Johannes Deleu, Thomas Demeester

Comments Associative Memory & Hopfield Networks in 2023 (NeurIPS 2023 workshop)

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2311.14931 2023-11-28 cs.LG

One-Shot Transfer Learning for Nonlinear ODEs

Wanzhou Lei, Pavlos Protopapas, Joy Parikh

Comments 7 pages, 3 figures, accepted to 2023 NeurIPS Workshop of The Symbiosis of Deep Learning and Differential Equations

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2311.14711 2023-11-28 cs.CY cs.AI

Towards Publicly Accountable Frontier LLMs: Building an External Scrutiny Ecosystem under the ASPIRE Framework

Markus Anderljung, Everett Thornton Smith, Joe O'Brien, Lisa Soder, Benjamin Bucknall, Emma Bluemke, Jonas Schuett, Robert Trager, Lacey Strahm, Rumman Chowdhury

Comments Accepted to Workshop on Socially Responsible Language Modelling Research (SoLaR) at the 2023 Conference on Neural Information Processing Systems (NeurIPS 2023)

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2311.14687 2023-11-28 cs.CY cs.AI

Does Explainable AI Have Moral Value?

Joshua L. M. Brand, Luca Nannini

Comments Preprint. Work in progress. Accepted at the workshop MP2 at NeurIPS 2023, 15 December 2023, New Orleans, US

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2311.14677 2023-11-28 cs.CY cs.CL cs.LG

Filter bubbles and affective polarization in user-personalized large language model outputs

Tomo Lazovich

Comments Accepted to NeurIPS 2023 Workshop "I Can't Believe It's Not Better: Failure Modes in the Age of Foundation Models"

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2311.10934 2023-11-28 cs.AI cs.CY cs.HC

Case Repositories: Towards Case-Based Reasoning for AI Alignment

K. J. Kevin Feng, Quan Ze Chen, Inyoung Cheong, King Xia, Amy X. Zhang

Comments MP2 workshop @ NeurIPS 2023

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2311.09740 2023-11-28 physics.flu-dyn cs.AI cs.LG physics.comp-ph

Redefining Super-Resolution: Fine-mesh PDE predictions without classical simulations

Rajat Kumar Sarkar, Ritam Majumdar, Vishal Jadhav, Sagar Srinivas Sakhinana, Venkataramana Runkana

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

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2310.07587 2023-11-28 cs.LG cs.AI

Fed-GraB: Federated Long-tailed Learning with Self-Adjusting Gradient Balancer

Zikai Xiao, Zihan Chen, Songshang Liu, Hualiang Wang, Yang Feng, Jin Hao, Joey Tianyi Zhou, Jian Wu, Howard Hao Yang, Zuozhu Liu

Comments Accepted by NeurIPS 2023

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2308.15709 2023-11-28 cs.LG cs.CR cs.GT stat.ML

Threshold KNN-Shapley: A Linear-Time and Privacy-Friendly Approach to Data Valuation

Jiachen T. Wang, Yuqing Zhu, Yu-Xiang Wang, Ruoxi Jia, Prateek Mittal

Comments NeurIPS 2023 Spotlight

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2307.06431 2023-11-28 stat.ML cs.LG

Energy Discrepancies: A Score-Independent Loss for Energy-Based Models

Tobias Schröder, Zijing Ou, Jen Ning Lim, Yingzhen Li, Sebastian J. Vollmer, Andrew B. Duncan

Comments Camera Ready version for the 37th Conference on Neural Information Processing Systems (NeurIPS 2023). Changes in this revision: Appendix A1: Corrected proof of Theorem 1. Appendix D3: Added definition and numerical experiments for energy discrepancy on binary discrete spaces. Minor changes in the main text and correction of typos. Added new references

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2306.05526 2023-11-28 cs.CV

Learning Fine-grained View-Invariant Representations from Unpaired Ego-Exo Videos via Temporal Alignment

Zihui Xue, Kristen Grauman

Comments Accepted by NeurIPS 2023, Project website: https://vision.cs.utexas.edu/projects/AlignEgoExo/

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2305.17005 2023-11-28 cs.LG

Aggregating Capacity in FL through Successive Layer Training for Computationally-Constrained Devices

Kilian Pfeiffer, Ramin Khalili, Jörg Henkel

Comments accepted at NeurIPS'23

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2305.15363 2023-11-28 cs.LG

Inverse Preference Learning: Preference-based RL without a Reward Function

Joey Hejna, Dorsa Sadigh

Comments Updated for NeurIPS 2023 Acceptance

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2305.14930 2023-11-28 cs.AI cs.CL cs.LG

In-Context Impersonation Reveals Large Language Models' Strengths and Biases

Leonard Salewski, Stephan Alaniz, Isabel Rio-Torto, Eric Schulz, Zeynep Akata

Comments Published in NeurIPS 2023 (Spotlight)

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2305.11853 2023-11-28 cs.CL

How to Prompt LLMs for Text-to-SQL: A Study in Zero-shot, Single-domain, and Cross-domain Settings

Shuaichen Chang, Eric Fosler-Lussier

Journal ref NeurIPS 2023 Table Representation Learning Workshop

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2304.04947 2023-11-28 cs.CL

Conditional Adapters: Parameter-efficient Transfer Learning with Fast Inference

Tao Lei, Junwen Bai, Siddhartha Brahma, Joshua Ainslie, Kenton Lee, Yanqi Zhou, Nan Du, Vincent Y. Zhao, Yuexin Wu, Bo Li, Yu Zhang, Ming-Wei Chang

Comments NeurIPS camera ready version

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2208.14362 2023-11-28 cs.LG cs.AI cs.CV stat.ML

AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels

Nicholas Roberts, Xintong Li, Tzu-Heng Huang, Dyah Adila, Spencer Schoenberg, Cheng-Yu Liu, Lauren Pick, Haotian Ma, Aws Albarghouthi, Frederic Sala

Comments NeurIPS 2022 Datasets and Benchmarks Track

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2206.10498 2023-11-28 cs.CL cs.AI

PlanBench: An Extensible Benchmark for Evaluating Large Language Models on Planning and Reasoning about Change

Karthik Valmeekam, Matthew Marquez, Alberto Olmo, Sarath Sreedharan, Subbarao Kambhampati

Comments NeurIPS 2023 Track on Datasets and Benchmarks

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2311.14654 2023-11-27 hep-ph cs.LG

JetLOV: Enhancing Jet Tree Tagging through Neural Network Learning of Optimal LundNet Variables

Mauricio A. Diaz, Giorgio Cerro, Jacan Chaplais, Srinandan Dasmahapatra, Stefano Moretti

Comments Accepted at the NeurIPS 2023 workshop: Machine Learning and the Physical Sciences

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