NeurIPS

Long-Term Fairness with Unknown Dynamics

Tongxin Yin, Reilly Raab, Mingyan Liu, Yang Liu

Comments Best paper runner-up at ICLR 2023 Workshop on Trustworthy and Reliable Large-Scale Machine Learning Models (Non Archival)

Journal ref Advances in Neural Information Processing Systems 36 (NeurIPS 2023)

Scaling Proprioceptive-Visual Learning with Heterogeneous Pre-trained Transformers

Lirui Wang, Xinlei Chen, Jialiang Zhao, Kaiming He

Comments See the project website (https://liruiw.github.io/hpt/) for code and videos

Journal ref Neurips 2024

Dual Encoder GAN Inversion for High-Fidelity 3D Head Reconstruction from Single Images

Bahri Batuhan Bilecen, Ahmet Berke Gokmen, Aysegul Dundar

Comments Joint first two authors. Accepted to NeurIPS 2024

The Secretary Problem with Predicted Additive Gap

Alexander Braun, Sherry Sarkar

Comments Full version of NeurIPS 2024 paper

Frequency Adaptive Normalization For Non-stationary Time Series Forecasting

Weiwei Ye, Songgaojun Deng, Qiaosha Zou, Ning Gui

Comments NeurIPS 2024 Poster

CableInspect-AD: An Expert-Annotated Anomaly Detection Dataset

Akshatha Arodi, Margaux Luck, Jean-Luc Bedwani, Aldo Zaimi, Ge Li, Nicolas Pouliot, Julien Beaudry, Gaétan Marceau Caron

Comments 35 pages, to appear at NeurIPS 2024

Magnet: We Never Know How Text-to-Image Diffusion Models Work, Until We Learn How Vision-Language Models Function

Chenyi Zhuang, Ying Hu, Pan Gao

Comments Accepted to NeurIPS 2024. Code is available at https://github.com/I2-Multimedia-Lab/Magnet

RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models

Shuhao Chen, Weisen Jiang, Baijiong Lin, James T. Kwok, Yu Zhang

Comments Accepted by NeurIPS 2024

Towards Open-Vocabulary Semantic Segmentation Without Semantic Labels

Heeseong Shin, Chaehyun Kim, Sunghwan Hong, Seokju Cho, Anurag Arnab, Paul Hongsuck Seo, Seungryong Kim

Comments To appear at NeurIPS 2024. Project page is available at https://cvlab-kaist.github.io/PixelCLIP

PPLNs: Parametric Piecewise Linear Networks for Event-Based Temporal Modeling and Beyond

Chen Song, Zhenxiao Liang, Bo Sun, Qixing Huang

Comments Accepted by NeurIPS 2024

Unified Gradient-Based Machine Unlearning with Remain Geometry Enhancement

Zhehao Huang, Xinwen Cheng, JingHao Zheng, Haoran Wang, Zhengbao He, Tao Li, Xiaolin Huang

Comments Accepted by NeurIPS 2024 as a Spotlight paper

FAST: A Dual-tier Few-Shot Learning Paradigm for Whole Slide Image Classification

Kexue Fu, Xiaoyuan Luo, Linhao Qu, Shuo Wang, Ying Xiong, Ilias Maglogiannis, Longxiang Gao, Manning Wang

Comments Accepted to NeurIPS 2024

Vision-Language Models are Strong Noisy Label Detectors

Tong Wei, Hao-Tian Li, Chun-Shu Li, Jiang-Xin Shi, Yu-Feng Li, Min-Ling Zhang

Comments Accepted at NeurIPS 2024

Simple and Fast Distillation of Diffusion Models

Zhenyu Zhou, Defang Chen, Can Wang, Chun Chen, Siwei Lyu

Comments Accepted by NeurIPS 2024

Instruction Embedding: Latent Representations of Instructions Towards Task Identification

Yiwei Li, Jiayi Shi, Shaoxiong Feng, Peiwen Yuan, Xinglin Wang, Boyuan Pan, Heda Wang, Yao Hu, Kan Li

Comments NeurIPS 2024

All-in-One Image Coding for Joint Human-Machine Vision with Multi-Path Aggregation

Xu Zhang, Peiyao Guo, Ming Lu, Zhan Ma

Comments NeurIPS 2024

FlexSBDD: Structure-Based Drug Design with Flexible Protein Modeling

Zaixi Zhang, Mengdi Wang, Qi Liu

Comments Accepted by NeurIPS 2024

Hybrid Mamba for Few-Shot Segmentation

Qianxiong Xu, Xuanyi Liu, Lanyun Zhu, Guosheng Lin, Cheng Long, Ziyue Li, Rui Zhao

Comments This paper is accepted by NIPS'24

Generalized Protein Pocket Generation with Prior-Informed Flow Matching

Zaixi Zhang, Marinka Zitnik, Qi Liu

Comments Accepted by NeurIPS 2024 as Spotlight

Accelerating Malware Classification: A Vision Transformer Solution

Shrey Bavishi, Shrey Modi

Comments 8 pages, 5 figures, 1 table Submitted to Neurips 2024 ML for system worshop

Sequential Signal Mixing Aggregation for Message Passing Graph Neural Networks

Mitchell Keren Taraday, Almog David, Chaim Baskin

Comments Accepted to NeurIPS 2024

Brain-JEPA: Brain Dynamics Foundation Model with Gradient Positioning and Spatiotemporal Masking

Zijian Dong, Ruilin Li, Yilei Wu, Thuan Tinh Nguyen, Joanna Su Xian Chong, Fang Ji, Nathanael Ren Jie Tong, Christopher Li Hsian Chen, Juan Helen Zhou

Comments The first two authors contributed equally. NeurIPS 2024 Spotlight

Beyond Euclidean: Dual-Space Representation Learning for Weakly Supervised Video Violence Detection

Jiaxu Leng, Zhanjie Wu, Mingpi Tan, Yiran Liu, Ji Gan, Haosheng Chen, Xinbo Gao

Comments Accepted by NeurIPS 2024

On the Power of Decision Trees in Auto-Regressive Language Modeling

Yulu Gan, Tomer Galanti, Tomaso Poggio, Eran Malach

Comments Accepted to NeurIPS 2024

Federated Online Prediction from Experts with Differential Privacy: Separations and Regret Speed-ups

Fengyu Gao, Ruiquan Huang, Jing Yang

Comments Accepted to NeurIPS 2024

Non-asymptotic Convergence of Training Transformers for Next-token Prediction

Ruiquan Huang, Yingbin Liang, Jing Yang

Comments Accepted by NeurIPS 2024

Deep Learning in Medical Image Registration: Magic or Mirage?

Rohit Jena, Deeksha Sethi, Pratik Chaudhari, James C. Gee

Comments 16 pages; Accepted to NeurIPS 2024

Graph Neural Networks with Model-based Reinforcement Learning for Multi-agent Systems

Hanxiao Chen

Comments The paper abstract has been accepted by NeurIPS 2024 WiML Workshop.(https://www.wiml.org/events/wiml-workshop-%40-neurips-2024)

Where's Waldo: Diffusion Features for Personalized Segmentation and Retrieval

Dvir Samuel, Rami Ben-Ari, Matan Levy, Nir Darshan, Gal Chechik

Comments Accepted to NeurIPS 2024

OpenDlign: Open-World Point Cloud Understanding with Depth-Aligned Images

Ye Mao, Junpeng Jing, Krystian Mikolajczyk

Comments 17 pages (Accepted by NeurIPS 2024)