NeurIPS

Communication Bounds for the Distributed Experts Problem

Zhihao Jia, Qi Pang, Trung Tran, David Woodruff, Zhihao Zhang, Wenting Zheng

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

Unified Guidance for Geometry-Conditioned Molecular Generation

Sirine Ayadi, Leon Hetzel, Johanna Sommer, Fabian Theis, Stephan Günnemann

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

DeTrack: In-model Latent Denoising Learning for Visual Object Tracking

Xinyu Zhou, Jinglun Li, Lingyi Hong, Kaixun Jiang, Pinxue Guo, Weifeng Ge, Wenqiang Zhang

Comments Accepted by NeurIPS 2024

3D Focusing-and-Matching Network for Multi-Instance Point Cloud Registration

Liyuan Zhang, Le Hui, Qi Liu, Bo Li, Yuchao Dai

Comments Accepted to NeurIPS 2024

Riemann Sum Optimization for Accurate Integrated Gradients Computation

Swadesh Swain, Shree Singhi

Comments Accepted at Interpretable AI: Past, Present and Future Workshop at NeurIPS 2024

Frieren: Efficient Video-to-Audio Generation Network with Rectified Flow Matching

Yongqi Wang, Wenxiang Guo, Rongjie Huang, Jiawei Huang, Zehan Wang, Fuming You, Ruiqi Li, Zhou Zhao

Comments accepted by NeurIPS 2024

Safe LoRA: the Silver Lining of Reducing Safety Risks when Fine-tuning Large Language Models

Chia-Yi Hsu, Yu-Lin Tsai, Chih-Hsun Lin, Pin-Yu Chen, Chia-Mu Yu, Chun-Ying Huang

Comments This is the camera-ready version accepted for NeurIPS 2024

Bayesian Optimization of Functions over Node Subsets in Graphs

Huidong Liang, Xingchen Wan, Xiaowen Dong

Comments NeurIPS 2024

Similarity-Navigated Conformal Prediction for Graph Neural Networks

Jianqing Song, Jianguo Huang, Wenyu Jiang, Baoming Zhang, Shuangjie Li, Chongjun Wang

Comments Accepted by NeurIPS 2024

Mixture of Experts Meets Prompt-Based Continual Learning

Minh Le, An Nguyen, Huy Nguyen, Trang Nguyen, Trang Pham, Linh Van Ngo, Nhat Ho

Comments Accepted to NeurIPS 2024, 30 pages

Theoretical Foundations of Deep Selective State-Space Models

Nicola Muca Cirone, Antonio Orvieto, Benjamin Walker, Cristopher Salvi, Terry Lyons

Comments Fina NeurIPS Camera Ready Version w/ minor edits

Losses Can Be Blessings: Routing Self-Supervised Speech Representations Towards Efficient Multilingual and Multitask Speech Processing

Yonggan Fu, Yang Zhang, Kaizhi Qian, Zhifan Ye, Zhongzhi Yu, Cheng-I Lai, Yingyan Celine Lin

Comments Accepted at NeurIPS 2022

Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks

Yonggan Fu, Qixuan Yu, Yang Zhang, Shang Wu, Xu Ouyang, David Cox, Yingyan Celine Lin

Comments Accepted at NeurIPS 2021

FracTrain: Fractionally Squeezing Bit Savings Both Temporally and Spatially for Efficient DNN Training

Yonggan Fu, Haoran You, Yang Zhao, Yue Wang, Chaojian Li, Kailash Gopalakrishnan, Zhangyang Wang, Yingyan Celine Lin

Comments Accepted at NeurIPS 2020

John Ellipsoids via Lazy Updates

David P. Woodruff, Taisuke Yasuda

Comments NeurIPS 2024

The State of Data Curation at NeurIPS: An Assessment of Dataset Development Practices in the Datasets and Benchmarks Track

Eshta Bhardwaj, Harshit Gujral, Siyi Wu, Ciara Zogheib, Tegan Maharaj, Christoph Becker

Comments Accepted as spotlight poster in NeurIPS Datasets & Benchmarks track 2024

Flow Priors for Linear Inverse Problems via Iterative Corrupted Trajectory Matching

Yasi Zhang, Peiyu Yu, Yaxuan Zhu, Yingshan Chang, Feng Gao, Ying Nian Wu, Oscar Leong

Comments Accepted to NeurIPS 2024

Knowledge Circuits in Pretrained Transformers

Yunzhi Yao, Ningyu Zhang, Zekun Xi, Mengru Wang, Ziwen Xu, Shumin Deng, Huajun Chen

Comments NeurIPS 2024, 26 pages

Agent Planning with World Knowledge Model

Shuofei Qiao, Runnan Fang, Ningyu Zhang, Yuqi Zhu, Xiang Chen, Shumin Deng, Yong Jiang, Pengjun Xie, Fei Huang, Huajun Chen

Comments NeurIPS 2024

Kernel PCA for Out-of-Distribution Detection

Kun Fang, Qinghua Tao, Kexin Lv, Mingzhen He, Xiaolin Huang, Jie Yang

Comments Accepted by NeurIPS 2024

A Transformer Model for Symbolic Regression towards Scientific Discovery

Florian Lalande, Yoshitomo Matsubara, Naoya Chiba, Tatsunori Taniai, Ryo Igarashi, Yoshitaka Ushiku

Comments Accepted for oral presentation at NeurIPS2023 AI4Science Workshop. OpenReview: https://openreview.net/forum?id=AIfqWNHKjo

Journal ref NeurIPS 2023 AI for Science Workshop

Pruning-based Data Selection and Network Fusion for Efficient Deep Learning

Humaira Kousar, Hasnain Irshad Bhatti, Jaekyun Moon

Comments Accepted at the 38th Conference on Neural Information Processing Systems (NeurIPS 2024) Workshop on Attributing Model Behavior at Scale (ATTRIB)

Exploring Structured Semantic Priors Underlying Diffusion Score for Test-time Adaptation

Mingjia Li, Shuang Li, Tongrui Su, Longhui Yuan, Jian Liang, Wei Li

Comments Accepted by NeurIPS 2024. Project page: https://kiwixr.github.io/projects/dusa

Amortized Bayesian Experimental Design for Decision-Making

Daolang Huang, Yujia Guo, Luigi Acerbi, Samuel Kaski

Comments 20 pages, 6 figures. Accepted at the 38th Conference on Neural Information Processing Systems (NeurIPS 2024)

Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics

Lukas Klein, Carsten T. Lüth, Udo Schlegel, Till J. Bungert, Mennatallah El-Assady, Paul F. Jäger

Comments Accepted at NeurIPS 2024

Enhancing Preference-based Linear Bandits via Human Response Time

Shen Li, Yuyang Zhang, Zhaolin Ren, Claire Liang, Na Li, Julie A. Shah

Comments NeurIPS 2024 (Oral) camera ready

Inflationary Flows: Calibrated Bayesian Inference with Diffusion-Based Models

Daniela de Albuquerque, John Pearson

Comments 10 pages, 5 figures. Accepted to NeurIPS 2024

Mean-Field Langevin Dynamics for Signed Measures via a Bilevel Approach

Guillaume Wang, Alireza Mousavi-Hosseini, Lénaïc Chizat

Comments 53 pages, 1 figure, to appear in NeurIPS 2024 Proceedings

Fine-grained Image-to-LiDAR Contrastive Distillation with Visual Foundation Models

Yifan Zhang, Junhui Hou

Comments Camera-ready version in NeurIPS 2024

MADiff: Offline Multi-agent Learning with Diffusion Models

Zhengbang Zhu, Minghuan Liu, Liyuan Mao, Bingyi Kang, Minkai Xu, Yong Yu, Stefano Ermon, Weinan Zhang

Comments 30 pages, 10 figures, 9 tables. Published at NeurIPS 2024