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期刊&会议

NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17326
2405.14903 2024-11-04 physics.flu-dyn cs.AI cs.GR

NeuralFluid: Neural Fluidic System Design and Control with Differentiable Simulation

Yifei Li, Yuchen Sun, Pingchuan Ma, Eftychios Sifakis, Tao Du, Bo Zhu, Wojciech Matusik

Comments Accepted to NeurIPS 2024; Project webpage: https://people.csail.mit.edu/liyifei/publication/neuralfluid/

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2405.00065 2024-11-04 math.OC cs.CC cs.LG stat.ML

From Linear to Linearizable Optimization: A Novel Framework with Applications to Stationary and Non-stationary DR-submodular Optimization

Mohammad Pedramfar, Vaneet Aggarwal

Comments 38th Conference on Neural Information Processing Systems (NeurIPS 2024)

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2404.13752 2024-11-04 cs.LG cs.AI cs.CL cs.CR math.OC

Adversarial Representation Engineering: A General Model Editing Framework for Large Language Models

Yihao Zhang, Zeming Wei, Jun Sun, Meng Sun

Comments Accepted by NeurIPS 2024

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2404.13344 2024-11-04 cs.LG cs.AI

GRANOLA: Adaptive Normalization for Graph Neural Networks

Moshe Eliasof, Beatrice Bevilacqua, Carola-Bibiane Schönlieb, Haggai Maron

Comments NeurIPS 2024

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2404.03139 2024-11-04 cs.LG cs.SI

Theoretical and Empirical Insights into the Origins of Degree Bias in Graph Neural Networks

Arjun Subramonian, Jian Kang, Yizhou Sun

Comments Accepted to NeurIPS 2024

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2404.01318 2024-11-04 cs.CR cs.LG

JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models

Patrick Chao, Edoardo Debenedetti, Alexander Robey, Maksym Andriushchenko, Francesco Croce, Vikash Sehwag, Edgar Dobriban, Nicolas Flammarion, George J. Pappas, Florian Tramer, Hamed Hassani, Eric Wong

Comments The camera-ready version of JailbreakBench v1.0 (accepted at NeurIPS 2024 Datasets and Benchmarks Track): more attack artifacts, more test-time defenses, a more accurate jailbreak judge (Llama-3-70B with a custom prompt), a larger dataset of human preferences for selecting a jailbreak judge (300 examples), an over-refusal evaluation dataset, a semantic refusal judge based on Llama-3-8B

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2403.08199 2024-11-04 cs.LG cs.AI

Deep Submodular Peripteral Networks

Gantavya Bhatt, Arnav Das, Jeff Bilmes

Comments Accepted at NeurIPS 2024 as spotlight presentation

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2403.04867 2024-11-04 cs.CR cs.LG stat.ML

Unified Mechanism-Specific Amplification by Subsampling and Group Privacy Amplification

Jan Schuchardt, Mihail Stoian, Arthur Kosmala, Stephan Günnemann

Comments Accepted at NeurIPS 2024

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2402.18392 2024-11-04 cs.LG cs.AI econ.EM stat.ML

Unveiling the Potential of Robustness in Selecting Conditional Average Treatment Effect Estimators

Yiyan Huang, Cheuk Hang Leung, Siyi Wang, Yijun Li, Qi Wu

Comments This paper was accepted by NeurIPS-2024

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2402.17946 2024-11-04 cs.CL

SparseLLM: Towards Global Pruning for Pre-trained Language Models

Guangji Bai, Yijiang Li, Chen Ling, Kibaek Kim, Liang Zhao

Comments NeurIPS 2024

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2402.09345 2024-11-04 cs.LG cs.AI

InfoRM: Mitigating Reward Hacking in RLHF via Information-Theoretic Reward Modeling

Yuchun Miao, Sen Zhang, Liang Ding, Rong Bao, Lefei Zhang, Dacheng Tao

Comments The paper has been accepted by NeurIPS 2024

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2402.06160 2024-11-04 cs.LG stat.ML

Are Uncertainty Quantification Capabilities of Evidential Deep Learning a Mirage?

Maohao Shen, J. Jon Ryu, Soumya Ghosh, Yuheng Bu, Prasanna Sattigeri, Subhro Das, Gregory W. Wornell

Comments 35 pages, 14 figures. NeurIPS 2024

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2402.05234 2024-11-04 cs.LG

QGFN: Controllable Greediness with Action Values

Elaine Lau, Stephen Zhewen Lu, Ling Pan, Doina Precup, Emmanuel Bengio

Comments Accepted by 38th Conference on Neural Information Processing Systems (NeurIPS 2024)

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2401.08140 2024-11-04 cs.CV

ProvNeRF: Modeling per Point Provenance in NeRFs as a Stochastic Field

Kiyohiro Nakayama, Mikaela Angelina Uy, Yang You, Ke Li, Leonidas J. Guibas

Comments 38th Conference on Neural Information Processing Systems (NeurIPS 2024)

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2312.04234 2024-11-04 cs.LG cs.AI

Graph Convolutions Enrich the Self-Attention in Transformers!

Jeongwhan Choi, Hyowon Wi, Jayoung Kim, Yehjin Shin, Kookjin Lee, Nathaniel Trask, Noseong Park

Comments Accepted to NeurIPS 2024. Jeongwhan Choi and Hyowon Wi are co-first authors with equal contributions

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2310.02396 2024-11-04 cs.LG

Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuse

Samuel Lippl, Jack W. Lindsey

Comments Accepted to NeurIPS 2024

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2302.05515 2024-11-04 stat.ML cs.LG math.OC

Nesterov acceleration despite very noisy gradients

Kanan Gupta, Jonathan W. Siegel, Stephan Wojtowytsch

Comments Accepted to NeurIPS 2024

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2410.09701 2024-11-03 stat.ML cs.GT cs.IT cs.LG cs.MA math.IT

Transformers as Game Players: Provable In-context Game-playing Capabilities of Pre-trained Models

Chengshuai Shi, Kun Yang, Jing Yang, Cong Shen

Comments Accepted to NeurIPS 2024

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2410.24220 2024-11-01 cs.LG cs.AI q-bio.QM stat.ML

Bridging Geometric States via Geometric Diffusion Bridge

Shengjie Luo, Yixian Xu, Di He, Shuxin Zheng, Tie-Yan Liu, Liwei Wang

Comments 33 pages, 5 tables; NeurIPS 2024 Camera Ready version

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2410.24219 2024-11-01 cs.CV

Enhancing Motion in Text-to-Video Generation with Decomposed Encoding and Conditioning

Penghui Ruan, Pichao Wang, Divya Saxena, Jiannong Cao, Yuhui Shi

Comments Accepted at NeurIPS 2024, code available at https://github.com/PR-Ryan/DEMO

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2410.24181 2024-11-01 cs.CV

Federated Black-Box Adaptation for Semantic Segmentation

Jay N. Paranjape, Shameema Sikder, S. Swaroop Vedula, Vishal M. Patel

Comments Accepted at NEURIPS 2024

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2410.24169 2024-11-01 cs.LG

The Importance of Being Scalable: Improving the Speed and Accuracy of Neural Network Interatomic Potentials Across Chemical Domains

Eric Qu, Aditi S. Krishnapriyan

Comments Accepted to NeurIPS 2024

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2410.24153 2024-11-01 cs.LG

Dense Associative Memory Through the Lens of Random Features

Benjamin Hoover, Duen Horng Chau, Hendrik Strobelt, Parikshit Ram, Dmitry Krotov

Comments Accepted to NeurIPS 2024

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2410.24108 2024-11-01 cs.LG cs.AI

Reinforcement Learning Gradients as Vitamin for Online Finetuning Decision Transformers

Kai Yan, Alexander G. Schwing, Yu-Xiong Wang

Comments Accepted as NeurIPS 2024 spotlight. 33 pages, 26 figures

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2410.24106 2024-11-01 cs.LG

On Sampling Strategies for Spectral Model Sharding

Denis Korzhenkov, Christos Louizos

Comments Accepted to NeurIPS 2024

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2410.24105 2024-11-01 cs.LG

Matchmaker: Self-Improving Large Language Model Programs for Schema Matching

Nabeel Seedat, Mihaela van der Schaar

Comments Accepted to NeurIPS 2024, GenAI for Health Workshop and Table Representation Learning Workshop

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2410.24100 2024-11-01 cs.LG cs.DL

Benchmark Data Repositories for Better Benchmarking

Rachel Longjohn, Markelle Kelly, Sameer Singh, Padhraic Smyth

Comments Accepted to NeurIPS Datasets and Benchmarks 2024

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2410.24075 2024-11-01 cs.CV

Identifying Spatio-Temporal Drivers of Extreme Events

Mohamad Hakam Shams Eddin, Juergen Gall

Comments Accepted at the 38th Conference on Neural Information Processing Systems (NeurIPS 2024)

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2410.24054 2024-11-01 stat.ML cs.LG stat.CO

EigenVI: score-based variational inference with orthogonal function expansions

Diana Cai, Chirag Modi, Charles C. Margossian, Robert M. Gower, David M. Blei, Lawrence K. Saul

Comments 25 pages, 9 figures. Advances in Neural Information Processing Systems (NeurIPS), 2024

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2410.24015 2024-11-01 cs.CV

Unveiling Synthetic Faces: How Synthetic Datasets Can Expose Real Identities

Hatef Otroshi Shahreza, Sébastien Marcel

Comments Accepted in NeurIPS 2024 Workshop on New Frontiers in Adversarial Machine Learning

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