NeurIPS - arXivDaily 期刊&会议

2410.20815 2024-12-30 cs.CV

Grid4D: 4D Decomposed Hash Encoding for High-Fidelity Dynamic Gaussian Splatting

Jiawei Xu, Zexin Fan, Jian Yang, Jin Xie

Comments Accepted by NeurIPS 2024

2412.16534 2024-12-25 cs.LG stat.ML

DOFEN: Deep Oblivious Forest ENsemble

Kuan-Yu Chen, Ping-Han Chiang, Hsin-Rung Chou, Chih-Sheng Chen, Tien-Hao Chang

Comments NeurIPS 2024 (poster); (v2: modify and rearrange sections, propose multihead extension of DOFEN, include new results on tabular benchmark and other benchmarks)

2410.06746 2024-12-25 cs.LG

Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention

Siyuan Huang, Yunchong Song, Jiayue Zhou, Zhouhan Lin

Comments Accepted as NeurIPS 2024 Spotlight

2406.16540 2024-12-25 cs.CV cs.LG

Improving robustness to corruptions with multiplicative weight perturbations

Trung Trinh, Markus Heinonen, Luigi Acerbi, Samuel Kaski

Comments Published at NeurIPS 2024 (spotlight). Code is available at https://github.com/trungtrinh44/DAMP

2406.11779 2024-12-25 cs.LG cs.LO

Compact Proofs of Model Performance via Mechanistic Interpretability

Jason Gross, Rajashree Agrawal, Thomas Kwa, Euan Ong, Chun Hei Yip, Alex Gibson, Soufiane Noubir, Lawrence Chan

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

2401.13178 2024-12-25 cs.CL cs.AI cs.LG

AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents

Chang Ma, Junlei Zhang, Zhihao Zhu, Cheng Yang, Yujiu Yang, Yaohui Jin, Zhenzhong Lan, Lingpeng Kong, Junxian He

Comments NeurIPS 2024 (Oral)

2412.17609 2024-12-24 cs.LG cs.NE

Towards Foundation Models on Graphs: An Analysis on Cross-Dataset Transfer of Pretrained GNNs

Fabrizio Frasca, Fabian Jogl, Moshe Eliasof, Matan Ostrovsky, Carola-Bibiane Schönlieb, Thomas Gärtner, Haggai Maron

Comments Accepted and presented at the NeurIPS 2024 workshop "Symmetry and Geometry in Neural Representations" (NeuReps 2024)

2411.01200 2024-12-24 cs.RO cs.AI cs.CV cs.HC

GarmentLab: A Unified Simulation and Benchmark for Garment Manipulation

Haoran Lu, Ruihai Wu, Yitong Li, Sijie Li, Ziyu Zhu, Chuanruo Ning, Yan Shen, Longzan Luo, Yuanpei Chen, Hao Dong

Comments NeurIPS 2024

2407.13690 2024-12-24 cs.CL cs.AI

DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving

Yuxuan Tong, Xiwen Zhang, Rui Wang, Ruidong Wu, Junxian He

Comments NeurIPS 2024. Data and model checkpoints are available at https://github.com/hkust-nlp/dart-math

2402.05639 2024-12-24 stat.ML cs.LG

Nonparametric Instrumental Variable Regression through Stochastic Approximate Gradients

Yuri Fonseca, Caio Peixoto, Yuri Saporito

Comments Accepted at NeurIPS 2024

2412.17284 2024-12-24 cs.CV

Towards Unsupervised Model Selection for Domain Adaptive Object Detection

Hengfu Yu, Jinhong Deng, Wen Li, Lixin Duan

Comments 16 pages, 5 figures, Accepted to NeurIPS 2024

2412.17146 2024-12-24 cs.AI physics.flu-dyn

LLM Agent for Fire Dynamics Simulations

Leidong Xu, Danyal Mohaddes, Yi Wang

Comments NeurIPS 2024 Foundation Models for Science Workshop (38th Conference on Neural Information Processing Systems). 12 pages, 8 figures

2412.16985 2024-12-24 cs.DC

BladeDISC++: Memory Optimizations Based On Symbolic Shape

Xiulong Yuan, Xu Yan, Wenting Shen, Xiafei Qiu, Ang Wang, Jie Zhang, Yong Li, Wei Lin

Journal ref [1]"NeurIPS BladeDISC++: Memory Optimizations Based On Symbolic Shape" Neurips.cc, 2024. https://neurips.cc/virtual/2024/103601 (accessed Dec. 22, 2024)

2412.16974 2024-12-24 cs.AI cs.CL

Cannot or Should Not? Automatic Analysis of Refusal Composition in IFT/RLHF Datasets and Refusal Behavior of Black-Box LLMs

Alexander von Recum, Christoph Schnabl, Gabor Hollbeck, Silas Alberti, Philip Blinde, Marvin von Hagen

Comments NeurIPS 2024 Workshop SFLLM

2412.16748 2024-12-24 cs.LG

Solving Inverse Problems via Diffusion Optimal Control

Henry Li, Marcus Pereira

Comments Presented at NeurIPS 2024

2412.16602 2024-12-24 cs.CV cs.AI

V"Mean"ba: Visual State Space Models only need 1 hidden dimension

Tien-Yu Chi, Hung-Yueh Chiang, Chi-Chih Chang, Ning-Chi Huang, Kai-Chiang Wu

Comments Accepted by NeurIPS 2024 Machine Learning for Systems workshop

2412.16409 2024-12-24 cs.LG cs.AI cs.CV

Uncertainty Quantification in Continual Open-World Learning

Amanda S. Rios, Ibrahima J. Ndiour, Parual Datta, Jaroslaw Sydir, Omesh Tickoo, Nilesh Ahuja

Comments Manuscript Under Review (full-length); Related 4-page manuscripts accepted at Neurips 2024 Non-Archival Workshops https://sites.google.com/view/continual-fomo-workshop and https://imol-workshop.github.io/

2412.16325 2024-12-24 cs.AI cs.CR

Towards Safe and Honest AI Agents with Neural Self-Other Overlap

Marc Carauleanu, Michael Vaiana, Judd Rosenblatt, Cameron Berg, Diogo Schwerz de Lucena

Comments NeurIPS 2024 Safe Generative AI Workshop

2412.16177 2024-12-24 cs.AI

Mining Math Conjectures from LLMs: A Pruning Approach

Jake Chuharski, Elias Rojas Collins, Mark Meringolo

Comments 23 pages, 10 figures, NeurIPS MathAI Workshop 2024

2412.10531 2024-12-24 cs.LG

Towards Using Machine Learning to Generatively Simulate EV Charging in Urban Areas

Marek Miltner, Jakub Zíka, Daniel Vašata, Artem Bryksa, Magda Friedjungová, Ondřej Štogl, Ram Rajagopal, Oldřich Starý

Comments Accepted to Tackling Climate Change with Machine Learning: workshop at NeurIPS 2024

2412.02402 2024-12-24 cs.CV

RG-SAN: Rule-Guided Spatial Awareness Network for End-to-End 3D Referring Expression Segmentation

Changli Wu, Qi Chen, Jiayi Ji, Haowei Wang, Yiwei Ma, You Huang, Gen Luo, Hao Fei, Xiaoshuai Sun, Rongrong Ji

Comments Accepted by NeurIPS 2024 (Oral), Code: https://github.com/sosppxo/RG-SAN

2411.12498 2024-12-24 cs.LG cs.AI cs.LO

Enhancing Reasoning Capabilities of LLMs via Principled Synthetic Logic Corpus

Terufumi Morishita, Gaku Morio, Atsuki Yamaguchi, Yasuhiro Sogawa

Comments NeurIPS 2024

2411.07541 2024-12-24 cs.CV

HiCoM: Hierarchical Coherent Motion for Streamable Dynamic Scene with 3D Gaussian Splatting

Qiankun Gao, Jiarui Meng, Chengxiang Wen, Jie Chen, Jian Zhang

Comments Accepted to NeurIPS 2024; Code is avaliable at https://github.com/gqk/HiCoM

2410.21634 2024-12-24 cs.LG cs.SI

Faster Local Solvers for Graph Diffusion Equations

Jiahe Bai, Baojian Zhou, Deqing Yang, Yanghua Xiao

Comments NeurIPS 2024

2410.00320 2024-12-24 cs.CV cs.CL

PointAD: Comprehending 3D Anomalies from Points and Pixels for Zero-shot 3D Anomaly Detection

Qihang Zhou, Jiangtao Yan, Shibo He, Wenchao Meng, Jiming Chen

Comments NeurIPS 2024

2408.14393 2024-12-24 cs.IR cs.LG

CURE4Rec: A Benchmark for Recommendation Unlearning with Deeper Influence

Chaochao Chen, Jiaming Zhang, Yizhao Zhang, Li Zhang, Lingjuan Lyu, Yuyuan Li, Biao Gong, Chenggang Yan

Comments Accepted to NeurIPS 2024, Datasets and Benchmarks. Website: https://oktton.github.io

2407.12164 2024-12-24 cs.CV cs.AI cs.LG

Subject-driven Text-to-Image Generation via Preference-based Reinforcement Learning

Yanting Miao, William Loh, Suraj Kothawade, Pascal Poupart, Abdullah Rashwan, Yeqing Li

Comments NeurIPS 2024

2406.14796 2024-12-24 cs.LG cs.AI

MU-Bench: A Multitask Multimodal Benchmark for Machine Unlearning

Jiali Cheng, Hadi Amiri

Comments SafeGenAI @ NeurIPS 2024. Project page: https://clu-uml.github.io/MU-Bench-Project-Page/

2406.14546 2024-12-24 cs.CL cs.AI cs.LG

Connecting the Dots: LLMs can Infer and Verbalize Latent Structure from Disparate Training Data

Johannes Treutlein, Dami Choi, Jan Betley, Samuel Marks, Cem Anil, Roger Grosse, Owain Evans

Comments Accepted at NeurIPS 2024. 10 pages, 8 figures

2406.01581 2024-12-24 cs.LG stat.ML

Neural network learns low-dimensional polynomials with SGD near the information-theoretic limit

Jason D. Lee, Kazusato Oko, Taiji Suzuki, Denny Wu

Comments NeurIPS 2024