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2312.13236 2024-11-12 cs.LG cs.CV

Diffusion Models With Learned Adaptive Noise

Subham Sekhar Sahoo, Aaron Gokaslan, Chris De Sa, Volodymyr Kuleshov

Comments NeurIPS 2024 (spotlight). Code is available at https://github.com/s-sahoo/MuLAN

2310.16221 2024-11-12 cs.LG cs.AI cs.CV stat.ML

Hierarchical Randomized Smoothing

Yan Scholten, Jan Schuchardt, Aleksandar Bojchevski, Stephan Günnemann

Comments Accepted at NeurIPS 2023

2306.06599 2024-11-12 cs.LG cs.CV cs.NE stat.ML

Variational Imbalanced Regression: Fair Uncertainty Quantification via Probabilistic Smoothing

Ziyan Wang, Hao Wang

Comments Accepted at NeurIPS 2023

2305.20025 2024-11-12 cs.LG cs.IT eess.SP math.IT

Mutual Information Estimation via $f$-Divergence and Data Derangements

Nunzio A. Letizia, Nicola Novello, Andrea M. Tonello

Comments Accepted at NeurIPS 2024. Code available at https://github.com/tonellolab/fDIME

2301.02039 2024-11-12 cs.LG

Randomized Message-Interception Smoothing: Gray-box Certificates for Graph Neural Networks

Yan Scholten, Jan Schuchardt, Simon Geisler, Aleksandar Bojchevski, Stephan Günnemann

Comments Accepted at NeurIPS 2022

2411.06225 2024-11-12 stat.CO cs.DC cs.NA math.NA stat.ML

RandNet-Parareal: a time-parallel PDE solver using Random Neural Networks

Guglielmo Gattiglio, Lyudmila Grigoryeva, Massimiliano Tamborrino

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

2411.06070 2024-11-12 cs.LG cs.AI cs.SI

GFT: Graph Foundation Model with Transferable Tree Vocabulary

Zehong Wang, Zheyuan Zhang, Nitesh V Chawla, Chuxu Zhang, Yanfang Ye

Comments Accepted by NeurIPS 2024

2411.05978 2024-11-12 cs.CL

The Empirical Impact of Data Sanitization on Language Models

Anwesan Pal, Radhika Bhargava, Kyle Hinsz, Jacques Esterhuizen, Sudipta Bhattacharya

Comments Paper accepted at Safe Generative AI Workshop at NeurIPS 2024

2411.05927 2024-11-12 cs.CV cs.AI cs.LG

Moving Off-the-Grid: Scene-Grounded Video Representations

Sjoerd van Steenkiste, Daniel Zoran, Yi Yang, Yulia Rubanova, Rishabh Kabra, Carl Doersch, Dilara Gokay, Joseph Heyward, Etienne Pot, Klaus Greff, Drew A. Hudson, Thomas Albert Keck, Joao Carreira, Alexey Dosovitskiy, Mehdi S. M. Sajjadi, Thomas Kipf

Comments Accepted to NeurIPS 2024 (spotlight). Project page: https://moog-paper.github.io/

2411.05898 2024-11-12 cs.CV cs.AI cs.RO

Integrating Object Detection Modality into Visual Language Model for Enhanced Autonomous Driving Agent

Linfeng He, Yiming Sun, Sihao Wu, Jiaxu Liu, Xiaowei Huang

Comments accepted by SafeGenAI workshop of NeurIPS 2024

2411.04421 2024-11-12 cs.LG cs.AI cs.CL stat.ML

Variational Low-Rank Adaptation Using IVON

Bai Cong, Nico Daheim, Yuesong Shen, Daniel Cremers, Rio Yokota, Mohammad Emtiyaz Khan, Thomas Möllenhoff

Comments Published at 38th Workshop on Fine-Tuning in Machine Learning (NeurIPS 2024). Code available at https://github.com/team-approx-bayes/ivon-lora. In version 2 we fixed a typo in the equation of prior in section 2

2411.02467 2024-11-12 cs.LG cs.CY stat.ML

Towards Harmless Rawlsian Fairness Regardless of Demographic Prior

Xuanqian Wang, Jing Li, Ivor W. Tsang, Yew-Soon Ong

Comments Accepted as a Poster in Neurips 2024

2409.09867 2024-11-12 cs.CV cs.AI

Towards Kinetic Manipulation of the Latent Space

Diego Porres

Comments NeurIPS 2024 Creative AI Track & LatinX in AI Affinity Workshop

2407.12979 2024-11-12 cs.LG

Leveraging Environment Interaction for Automated PDDL Translation and Planning with Large Language Models

Sadegh Mahdavi, Raquel Aoki, Keyi Tang, Yanshuai Cao

Comments Neurips 2024

2406.13909 2024-11-12 cs.LG

Beyond Optimism: Exploration With Partially Observable Rewards

Simone Parisi, Alireza Kazemipour, Michael Bowling

Comments Accepted at NeurIPS 2024

2406.07754 2024-11-12 cs.CV

HOI-Swap: Swapping Objects in Videos with Hand-Object Interaction Awareness

Zihui Xue, Mi Luo, Changan Chen, Kristen Grauman

Comments Accepted by NeurIPS 2024, Project website: https://vision.cs.utexas.edu/projects/HOI-Swap/

2311.14934 2024-11-12 cs.LG

Robust Graph Neural Networks via Unbiased Aggregation

Zhichao Hou, Ruiqi Feng, Tyler Derr, Xiaorui Liu

Comments NeurIPS 2024 poster. 28 pages, 14 figures

2311.08803 2024-11-12 cs.CL

StrategyLLM: Large Language Models as Strategy Generators, Executors, Optimizers, and Evaluators for Problem Solving

Chang Gao, Haiyun Jiang, Deng Cai, Shuming Shi, Wai Lam

Comments NeurIPS 2024

2411.05775 2024-11-11 cs.CL cs.AI

Fact or Fiction? Can LLMs be Reliable Annotators for Political Truths?

Veronica Chatrath, Marcelo Lotif, Shaina Raza

Comments Accepted at Socially Responsible Language Modelling Research (SoLaR) Workshop at NeurIPS 2024

2411.05718 2024-11-11 cs.RO cs.AI cs.LG

A Retrospective on the Robot Air Hockey Challenge: Benchmarking Robust, Reliable, and Safe Learning Techniques for Real-world Robotics

Puze Liu, Jonas Günster, Niklas Funk, Simon Gröger, Dong Chen, Haitham Bou-Ammar, Julius Jankowski, Ante Marić, Sylvain Calinon, Andrej Orsula, Miguel Olivares-Mendez, Hongyi Zhou, Rudolf Lioutikov, Gerhard Neumann, Amarildo Likmeta Amirhossein Zhalehmehrabi, Thomas Bonenfant, Marcello Restelli, Davide Tateo, Ziyuan Liu, Jan Peters

Comments Accept at NeurIPS 2024 Dataset and Benchmark Track

2411.05489 2024-11-11 cs.LG cs.CV

Do Histopathological Foundation Models Eliminate Batch Effects? A Comparative Study

Jonah Kömen, Hannah Marienwald, Jonas Dippel, Julius Hense

Comments Accepted to AIM-FM Workshop @ NeurIPS'24

2411.05423 2024-11-11 cs.CL cs.AI cs.CV

VISTA: Visual Integrated System for Tailored Automation in Math Problem Generation Using LLM

Jeongwoo Lee, Kwangsuk Park, Jihyeon Park

Comments Accepted at NeurIPS 2024 Workshop on Large Foundation Models for Educational Assessment (FM-Assess)

2411.05330 2024-11-11 cs.LG cs.AI

Inversion-based Latent Bayesian Optimization

Jaewon Chu, Jinyoung Park, Seunghun Lee, Hyunwoo J. Kim

Comments Accepted to NeurIPS 2024

2411.05311 2024-11-11 cs.CV cs.RO

ZOPP: A Framework of Zero-shot Offboard Panoptic Perception for Autonomous Driving

Tao Ma, Hongbin Zhou, Qiusheng Huang, Xuemeng Yang, Jianfei Guo, Bo Zhang, Min Dou, Yu Qiao, Botian Shi, Hongsheng Li

Comments Accepted by NeurIPS 2024

2411.05254 2024-11-11 cs.CV

Hierarchical Visual Feature Aggregation for OCR-Free Document Understanding

Jaeyoo Park, Jin Young Choi, Jeonghyung Park, Bohyung Han

Comments NeurIPS 2024

2411.05238 2024-11-11 cs.LG stat.ML

Generating Highly Designable Proteins with Geometric Algebra Flow Matching

Simon Wagner, Leif Seute, Vsevolod Viliuga, Nicolas Wolf, Frauke Gräter, Jan Stühmer

Comments To be published in proceedings of NeurIPS 2024

2411.05222 2024-11-11 cs.CV cs.LG

Don't Look Twice: Faster Video Transformers with Run-Length Tokenization

Rohan Choudhury, Guanglei Zhu, Sihan Liu, Koichiro Niinuma, Kris M. Kitani, László Jeni

Comments 16 pages, 6 figures. Accepted to NeurIPS 2024 (spotlight)

2411.05097 2024-11-11 cs.LG cs.DS

On the cohesion and separability of average-link for hierarchical agglomerative clustering

Eduardo Sany Laber, Miguel Bastista

Comments Accepted to Neurips 2024

2411.04034 2024-11-11 cs.LG cs.AI

Non-Stationary Learning of Neural Networks with Automatic Soft Parameter Reset

Alexandre Galashov, Michalis K. Titsias, András György, Clare Lyle, Razvan Pascanu, Yee Whye Teh, Maneesh Sahani

Journal ref NeurIPS 2024

2411.01801 2024-11-11 cs.CV cs.LG

Bootstrapping Top-down Information for Self-modulating Slot Attention

Dongwon Kim, Seoyeon Kim, Suha Kwak

Comments Accepted to NeurIPS 2024