NeurIPS - arXivDaily 期刊&会议

2010.10090 2024-10-21 cs.LG cs.AI stat.ML

Knowledge Distillation in Wide Neural Networks: Risk Bound, Data Efficiency and Imperfect Teacher

Guangda Ji, Zhanxing Zhu

Journal ref Advances in Neural Information Processing Systems 2020

2410.13761 2024-10-18 cs.LG

GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning

Guibin Zhang, Haonan Dong, Yuchen Zhang, Zhixun Li, Dingshuo Chen, Kai Wang, Tianlong Chen, Yuxuan Liang, Dawei Cheng, Kun Wang

Comments NeurIPS 2024

2410.13516 2024-10-18 cs.LG

PORTAL: Scalable Tabular Foundation Models via Content-Specific Tokenization

Marco Spinaci, Marek Polewczyk, Johannes Hoffart, Markus C. Kohler, Sam Thelin, Tassilo Klein

Comments Accepted at Table Representation Learning Workshop at NeurIPS 2024

2410.13351 2024-10-18 cs.CL cs.AI cs.LG

Representation Learning of Structured Data for Medical Foundation Models

Vijay Prakash Dwivedi, Viktor Schlegel, Andy T. Liu, Thanh-Tung Nguyen, Abhinav Ramesh Kashyap, Jeng Wei, Wei-Hsian Yin, Stefan Winkler, Robby T. Tan

Comments NeurIPS 2024 Workshop on Unifying Representations in Neural Models (UniReps 2024)

2410.13342 2024-10-18 eess.AS cs.AI cs.SD

DART: Disentanglement of Accent and Speaker Representation in Multispeaker Text-to-Speech

Jan Melechovsky, Ambuj Mehrish, Berrak Sisman, Dorien Herremans

Comments Accepted in Audio Imagination workshop of NeurIPS 2024

2410.13136 2024-10-18 cs.CV

Unlocking the Capabilities of Masked Generative Models for Image Synthesis via Self-Guidance

Jiwan Hur, Dong-Jae Lee, Gyojin Han, Jaehyun Choi, Yunho Jeon, Junmo Kim

Comments NeurIPS 2024. Code is available at: https://github.com/JiwanHur/UnlockMGM

2410.12158 2024-10-18 cs.CV

SAM-Guided Masked Token Prediction for 3D Scene Understanding

Zhimin Chen, Liang Yang, Yingwei Li, Longlong Jing, Bing Li

Comments Accepted by NeurIPS 2024

2410.11125 2024-10-18 cs.CV

UAV3D: A Large-scale 3D Perception Benchmark for Unmanned Aerial Vehicles

Hui Ye, Rajshekhar Sunderraman, Shihao Ji

Comments Accepted at NeurIPS 2024

2409.07961 2024-10-18 cs.CV physics.ao-ph

Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion Models

Zhangyue Ling, Pritthijit Nath, César Quilodrán-Casas

Comments Accepted for spotlight presentation at the NeurIPS 2024 workshop on Tackling Climate Change with Machine Learning. 8 pages, 5 figures

2408.05834 2024-10-18 stat.ML cs.AI cs.LG q-bio.NC

Divide-and-Conquer Predictive Coding: a structured Bayesian inference algorithm

Eli Sennesh, Hao Wu, Tommaso Salvatori

Comments 22 pages, 5 figures, accepted to Neural Information Processing Systems (NeurIPS) 2024

2407.03471 2024-10-18 cs.CV

Learning Action and Reasoning-Centric Image Editing from Videos and Simulations

Benno Krojer, Dheeraj Vattikonda, Luis Lara, Varun Jampani, Eva Portelance, Christopher Pal, Siva Reddy

Comments NeurIPS 2024 (Dataset & Benchmarks)

2406.19272 2024-10-18 cs.LG

Stochastic Concept Bottleneck Models

Moritz Vandenhirtz, Sonia Laguna, Ričards Marcinkevičs, Julia E. Vogt

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

2406.14991 2024-10-18 cs.CL cs.SE

SpreadsheetBench: Towards Challenging Real World Spreadsheet Manipulation

Zeyao Ma, Bohan Zhang, Jing Zhang, Jifan Yu, Xiaokang Zhang, Xiaohan Zhang, Sijia Luo, Xi Wang, Jie Tang

Comments Neurips 2024 (Spotlight); Homepage: https://spreadsheetbench.github.io/

2406.14928 2024-10-18 cs.AI cs.CL cs.HC cs.MA cs.SI

Autonomous Agents for Collaborative Task under Information Asymmetry

Wei Liu, Chenxi Wang, Yifei Wang, Zihao Xie, Rennai Qiu, Yufan Dang, Zhuoyun Du, Weize Chen, Cheng Yang, Chen Qian

Comments 32 pages, 12 figures, 6 tables, accepted by NeurIPS 2024, see detail at https://thinkwee.top/iagents

2406.00800 2024-10-18 cs.LG cs.AI

MagR: Weight Magnitude Reduction for Enhancing Post-Training Quantization

Aozhong Zhang, Naigang Wang, Yanxia Deng, Xin Li, Zi Yang, Penghang Yin

Comments Accepted by NeurIPS 2024

2405.20192 2024-10-18 cs.CL

TAIA: Large Language Models are Out-of-Distribution Data Learners

Shuyang Jiang, Yusheng Liao, Ya Zhang, Yanfeng Wang, Yu Wang

Comments 29 pages. Accepted as a 2024 NeurIPS paper

2405.18392 2024-10-18 cs.LG

Scaling Laws and Compute-Optimal Training Beyond Fixed Training Durations

Alexander Hägele, Elie Bakouch, Atli Kosson, Loubna Ben Allal, Leandro Von Werra, Martin Jaggi

Comments Spotlight at NeurIPS 2024

2405.16005 2024-10-18 cs.CV

PTQ4DiT: Post-training Quantization for Diffusion Transformers

Junyi Wu, Haoxuan Wang, Yuzhang Shang, Mubarak Shah, Yan Yan

Comments NeurIPS 2024. Code is available at https://github.com/adreamwu/PTQ4DiT

2404.11018 2024-10-18 cs.LG cs.AI cs.CL

Many-Shot In-Context Learning

Rishabh Agarwal, Avi Singh, Lei M. Zhang, Bernd Bohnet, Luis Rosias, Stephanie Chan, Biao Zhang, Ankesh Anand, Zaheer Abbas, Azade Nova, John D. Co-Reyes, Eric Chu, Feryal Behbahani, Aleksandra Faust, Hugo Larochelle

Comments NeurIPS (Spotlight)

2410.13027 2024-10-18 cs.CV cs.LG

Geometric Trajectory Diffusion Models

Jiaqi Han, Minkai Xu, Aaron Lou, Haotian Ye, Stefano Ermon

Comments Published at NeurIPS 2024. 29 pages, 10 figures

2410.13010 2024-10-18 cs.LG cs.AI cs.CR cs.CV

Hiding-in-Plain-Sight (HiPS) Attack on CLIP for Targetted Object Removal from Images

Arka Daw, Megan Hong-Thanh Chung, Maria Mahbub, Amir Sadovnik

Comments Published in the 3rd Workshop on New Frontiers in Adversarial Machine Learning at NeurIPS 2024. 10 pages, 7 figures, 3 tables

2405.11780 2024-10-18 stat.ML cs.LG math.ST stat.CO stat.TH

General bounds on the quality of Bayesian coresets

Trevor Campbell

Comments 23 pages, 3 figures. Appearing in NeurIPS 2024

2402.12550 2024-10-18 cs.CV cs.LG

Multilinear Mixture of Experts: Scalable Expert Specialization through Factorization

James Oldfield, Markos Georgopoulos, Grigorios G. Chrysos, Christos Tzelepis, Yannis Panagakis, Mihalis A. Nicolaou, Jiankang Deng, Ioannis Patras

Comments Accepted at NeurIPS 2024. Github: https://github.com/james-oldfield/muMoE. Project page: https://james-oldfield.github.io/muMoE

2306.04955 2024-10-18 cs.CV cs.AI cs.LG

Degraded Polygons Raise Fundamental Questions of Neural Network Perception

Leonard Tang, Dan Ley

Comments Accepted as a conference paper to NeurIPS 2023 (Datasets & Benchmarks Track)

2410.12790 2024-10-17 cs.CV cs.LG

Dual Prototype Evolving for Test-Time Generalization of Vision-Language Models

Ce Zhang, Simon Stepputtis, Katia Sycara, Yaqi Xie

Comments Accepted by NeurIPS 2024. Project page: https://zhangce01.github.io/DPE-CLIP

2410.12683 2024-10-17 physics.comp-ph cs.AI cs.LG cs.NA math.NA physics.plasm-ph

Generative Neural Reparameterization for Differentiable PDE-constrained Optimization

Archis S. Joglekar

Comments Accepted to D3S3: Data-driven and Differentiable Simulations, Surrogates, and Solvers - Workshop @ NeurIPS 2024

2410.12454 2024-10-17 stat.ME stat.ML

Conditional Outcome Equivalence: A Quantile Alternative to CATE

Josh Givens, Henry W J Reeve, Song Liu, Katarzyna Reluga

Comments Accepted to NeurIPS 2024

2410.12348 2024-10-17 cs.CE

SELF-BART : A Transformer-based Molecular Representation Model using SELFIES

Indra Priyadarsini, Seiji Takeda, Lisa Hamada, Emilio Vital Brazil, Eduardo Soares, Hajime Shinohara

Comments NeurIPS AI4Mat 2024

2410.12307 2024-10-17 cs.LG cs.CV

DAT: Improving Adversarial Robustness via Generative Amplitude Mix-up in Frequency Domain

Fengpeng Li, Kemou Li, Haiwei Wu, Jinyu Tian, Jiantao Zhou

Journal ref NeurIPS 2024

2410.12288 2024-10-17 cs.AI cs.CL

A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning

Yuanning Cui, Zequn Sun, Wei Hu

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