NeurIPS

Kronecker-Factored Approximate Curvature for Physics-Informed Neural Networks

Felix Dangel, Johannes Müller, Marius Zeinhofer

Journal ref Advances in Neural Information Processing Systems (NeurIPS) 2024

Generating Code World Models with Large Language Models Guided by Monte Carlo Tree Search

Nicola Dainese, Matteo Merler, Minttu Alakuijala, Pekka Marttinen

Comments Accepted at NeurIPS 2024, Main Track. 11 pages in main text, 40 pages including references and supplementary materials. 2 figures and 3 tables in the main text, 9 figures and 12 tables when including the supplementary materials. Website at https://sites.google.com/view/code-world-models/home

DisC-GS: Discontinuity-aware Gaussian Splatting

Haoxuan Qu, Zhuoling Li, Hossein Rahmani, Yujun Cai, Jun Liu

Comments NeurIPS 2024

Entrywise error bounds for low-rank approximations of kernel matrices

Alexander Modell

Comments 29 pages, 2 figures. Advances in Neural Information Processing Systems 37 (NeurIPS 2024) Main Conference Track

YOLOv10: Real-Time End-to-End Object Detection

Ao Wang, Hui Chen, Lihao Liu, Kai Chen, Zijia Lin, Jungong Han, Guiguang Ding

Comments Code: https://github.com/THU-MIG/yolov10; NeurIPS 2024 Camera-ready Version

SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural Network

Weiyu Guo, Ying Sun, Yijie Xu, Ziyue Qiao, Yongkui Yang, Hui Xiong

Comments Accepted by NeurIPS 2024

Embedding Trajectory for Out-of-Distribution Detection in Mathematical Reasoning

Yiming Wang, Pei Zhang, Baosong Yang, Derek F. Wong, Zhuosheng Zhang, Rui Wang

Comments Accepted by NeurIPS 2024

LookHere: Vision Transformers with Directed Attention Generalize and Extrapolate

Anthony Fuller, Daniel G. Kyrollos, Yousef Yassin, James R. Green

Comments NeurIPS 2024 Camera Ready

Diffusion for World Modeling: Visual Details Matter in Atari

Eloi Alonso, Adam Jelley, Vincent Micheli, Anssi Kanervisto, Amos Storkey, Tim Pearce, François Fleuret

Comments NeurIPS 2024 (Spotlight)

U-DiTs: Downsample Tokens in U-Shaped Diffusion Transformers

Yuchuan Tian, Zhijun Tu, Hanting Chen, Jie Hu, Chao Xu, Yunhe Wang

Comments 12 pages, 5 figures

Journal ref NeurIPS 2024 Poster

SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning

Yexiao He, Ziyao Wang, Zheyu Shen, Guoheng Sun, Yucong Dai, Yongkai Wu, Hongyi Wang, Ang Li

Comments NeurIPS 2024

OTTER: Effortless Label Distribution Adaptation of Zero-shot Models

Changho Shin, Jitian Zhao, Sonia Cromp, Harit Vishwakarma, Frederic Sala

Comments NeurIPS 2024

Spectral Graph Pruning Against Over-Squashing and Over-Smoothing

Adarsh Jamadandi, Celia Rubio-Madrigal, Rebekka Burkholz

Comments Accepted at NeurIPS 2024

Is Your LiDAR Placement Optimized for 3D Scene Understanding?

Ye Li, Lingdong Kong, Hanjiang Hu, Xiaohao Xu, Xiaonan Huang

Comments NeurIPS 2024 (Spotlight); 36 pages, 16 figures, 14 tables; Code at https://github.com/ywyeli/Place3D

SpatialPIN: Enhancing Spatial Reasoning Capabilities of Vision-Language Models through Prompting and Interacting 3D Priors

Chenyang Ma, Kai Lu, Ta-Ying Cheng, Niki Trigoni, Andrew Markham

Comments NeurIPS 2024; Project Page: https://dannymcy.github.io/zeroshot_task_hallucination/

UnlearnCanvas: Stylized Image Dataset for Enhanced Machine Unlearning Evaluation in Diffusion Models

Yihua Zhang, Chongyu Fan, Yimeng Zhang, Yuguang Yao, Jinghan Jia, Jiancheng Liu, Gaoyuan Zhang, Gaowen Liu, Ramana Rao Kompella, Xiaoming Liu, Sijia Liu

Comments NeurIPS 2024 Dataset & Benchmark Track

Transductive Learning Is Compact

Julian Asilis, Siddartha Devic, Shaddin Dughmi, Vatsal Sharan, Shang-Hua Teng

Comments NeurIPS 2024, 18 pages

Trade-Offs of Diagonal Fisher Information Matrix Estimators

Alexander Soen, Ke Sun

Comments Published in Advances in Neural Information Processing Systems 37 (NeurIPS 2024)

Noise Contrastive Alignment of Language Models with Explicit Rewards

Huayu Chen, Guande He, Lifan Yuan, Ganqu Cui, Hang Su, Jun Zhu

Comments NeurIPS 2024

Block Sparse Bayesian Learning: A Diversified Scheme

Yanhao Zhang, Zhihan Zhu, Yong Xia

Comments Accepted to NeurIPS 2024

Learning Structure-Aware Representations of Dependent Types

Konstantinos Kogkalidis, Orestis Melkonian, Jean-Philippe Bernardy

Comments NeurIPS 2024

Learning General Parameterized Policies for Infinite Horizon Average Reward Constrained MDPs via Primal-Dual Policy Gradient Algorithm

Qinbo Bai, Washim Uddin Mondal, Vaneet Aggarwal

Journal ref NeurIPS 2024

Understanding the Expressive Power and Mechanisms of Transformer for Sequence Modeling

Mingze Wang, Weinan E

Comments 76 pages, accepted by NeurIPS 2024

ChatQA: Surpassing GPT-4 on Conversational QA and RAG

Zihan Liu, Wei Ping, Rajarshi Roy, Peng Xu, Chankyu Lee, Mohammad Shoeybi, Bryan Catanzaro

Comments Accepted at NeurIPS 2024

PAC-Bayes-Chernoff bounds for unbounded losses

Ioar Casado, Luis A. Ortega, Aritz Pérez, Andrés R. Masegosa

Comments Camera-ready version for NeurIPS 2024

Certified Minimax Unlearning with Generalization Rates and Deletion Capacity

Jiaqi Liu, Jian Lou, Zhan Qin, Kui Ren

Comments NeurIPS 2023

Fair Wasserstein Coresets

Zikai Xiong, Niccolò Dalmasso, Shubham Sharma, Freddy Lecue, Daniele Magazzeni, Vamsi K. Potluru, Tucker Balch, Manuela Veloso

Comments Accepted at NeurIPS 2024, 30 pages, 7 figures, 8 tables

Masked Hard-Attention Transformers Recognize Exactly the Star-Free Languages

Andy Yang, David Chiang, Dana Angluin

Comments NeurIPS 2024

Text2NKG: Fine-Grained N-ary Relation Extraction for N-ary relational Knowledge Graph Construction

Haoran Luo, Haihong E, Yuhao Yang, Tianyu Yao, Yikai Guo, Zichen Tang, Wentai Zhang, Kaiyang Wan, Shiyao Peng, Meina Song, Wei Lin, Yifan Zhu, Luu Anh Tuan

Comments Accepted by NeurIPS 2024 main conference

Journal ref NeurIPS 2024

Zero-Shot Reinforcement Learning from Low Quality Data

Scott Jeen, Tom Bewley, Jonathan M. Cullen

Comments NeurIPS 2024