Machine Learning

Authors and titles for recent submissions

• Fri, 22 Nov 2024
• Thu, 21 Nov 2024
• Wed, 20 Nov 2024
• Tue, 19 Nov 2024
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Fri, 22 Nov 2024 (continued, showing 50 of 113 entries )

[51] arXiv:2411.13682 [pdf, html, other]

Title: Differentially Private Learning Beyond the Classical Dimensionality Regime

Cynthia Dwork, Pranay Tankala, Linjun Zhang

Subjects: Machine Learning (cs.LG); Cryptography and Security (cs.CR); Data Structures and Algorithms (cs.DS)

[52] arXiv:2411.14430 (cross-list from cs.CV) [pdf, html, other]

Title: Stable Flow: Vital Layers for Training-Free Image Editing

Omri Avrahami, Or Patashnik, Ohad Fried, Egor Nemchinov, Kfir Aberman, Dani Lischinski, Daniel Cohen-Or

Comments: Project page is available at this https URL

Subjects: Computer Vision and Pattern Recognition (cs.CV); Graphics (cs.GR); Machine Learning (cs.LG)

[53] arXiv:2411.14402 (cross-list from cs.CV) [pdf, other]

Title: Multimodal Autoregressive Pre-training of Large Vision Encoders

Enrico Fini, Mustafa Shukor, Xiujun Li, Philipp Dufter, Michal Klein, David Haldimann, Sai Aitharaju, Victor Guilherme Turrisi da Costa, Louis Béthune, Zhe Gan, Alexander T Toshev, Marcin Eichner, Moin Nabi, Yinfei Yang, Joshua M. Susskind, Alaaeldin El-Nouby

Comments: this https URL

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[54] arXiv:2411.14401 (cross-list from cs.CV) [pdf, html, other]

Title: Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding

Yiming Zhang, Zhuokai Zhao, Zhaorun Chen, Zenghui Ding, Xianjun Yang, Yining Sun

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[55] arXiv:2411.14390 (cross-list from cond-mat.dis-nn) [pdf, html, other]

Title: Persistent Homology for Structural Characterization in Disordered Systems

An Wang, Li Zou

Comments: 19 pages, 17 figures

Subjects: Disordered Systems and Neural Networks (cond-mat.dis-nn); Materials Science (cond-mat.mtrl-sci); Machine Learning (cs.LG); Mathematical Physics (math-ph)

[56] arXiv:2411.14378 (cross-list from physics.flu-dyn) [pdf, other]

Title: CoNFiLD-inlet: Synthetic Turbulence Inflow Using Generative Latent Diffusion Models with Neural Fields

Xin-Yang Liu, Meet Hemant Parikh, Xiantao Fan, Pan Du, Qing Wang, Yi-Fan Chen, Jian-Xun Wang

Comments: 27 pages, 10 figures

Subjects: Fluid Dynamics (physics.flu-dyn); Machine Learning (cs.LG)

[57] arXiv:2411.14353 (cross-list from eess.IV) [pdf, other]

Title: Enhancing Medical Image Segmentation with Deep Learning and Diffusion Models

Houze Liu, Tong Zhou, Yanlin Xiang, Aoran Shen, Jiacheng Hu, Junliang Du

Subjects: Image and Video Processing (eess.IV); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[58] arXiv:2411.14351 (cross-list from stat.ML) [pdf, html, other]

Title: Indiscriminate Disruption of Conditional Inference on Multivariate Gaussians

William N. Caballero, Matthew LaRosa, Alexander Fisher, Vahid Tarokh

Comments: 30 pages, 6 figures; 4 tables

Subjects: Machine Learning (stat.ML); Cryptography and Security (cs.CR); Machine Learning (cs.LG); Applications (stat.AP)

[59] arXiv:2411.14344 (cross-list from cs.DS) [pdf, html, other]

Title: Overcomplete Tensor Decomposition via Koszul-Young Flattenings

Pravesh K. Kothari, Ankur Moitra, Alexander S. Wein

Comments: 42 pages

Subjects: Data Structures and Algorithms (cs.DS); Machine Learning (cs.LG)

[60] arXiv:2411.14341 (cross-list from stat.ML) [pdf, other]

Title: Logarithmic Neyman Regret for Adaptive Estimation of the Average Treatment Effect

Ojash Neopane, Aaditya Ramdas, Aarti Singh

Comments: 12 pages, 2 figures. Submitted to AISTATS 2025

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)

[61] arXiv:2411.14317 (cross-list from cond-mat.stat-mech) [pdf, html, other]

Title: Model-free learning of probability flows: Elucidating the nonequilibrium dynamics of flocking

Nicholas M. Boffi, Eric Vanden-Eijnden

Subjects: Statistical Mechanics (cond-mat.stat-mech); Machine Learning (cs.LG); Probability (math.PR)

[62] arXiv:2411.14305 (cross-list from cs.DS) [pdf, html, other]

Title: Outlier-robust Mean Estimation near the Breakdown Point via Sum-of-Squares

Hongjie Chen, Deepak Narayanan Sridharan, David Steurer

Comments: Accepted at SODA 2025, 47 pages

Subjects: Data Structures and Algorithms (cs.DS); Machine Learning (cs.LG); Machine Learning (stat.ML)

[63] arXiv:2411.14257 (cross-list from cs.CL) [pdf, html, other]

Title: Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Javier Ferrando, Oscar Obeso, Senthooran Rajamanoharan, Neel Nanda

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[64] arXiv:2411.14246 (cross-list from cs.RO) [pdf, html, other]

Title: Simulation-Aided Policy Tuning for Black-Box Robot Learning

Shiming He, Alexander von Rohr, Dominik Baumann, Ji Xiang, Sebastian Trimpe

Subjects: Robotics (cs.RO); Machine Learning (cs.LG); Systems and Control (eess.SY)

[65] arXiv:2411.14215 (cross-list from cs.CL) [pdf, html, other]

Title: Evaluating the Robustness of Analogical Reasoning in Large Language Models

Martha Lewis, Melanie Mitchell

Comments: 31 pages, 13 figures. arXiv admin note: text overlap with arXiv:2402.08955

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[66] arXiv:2411.14199 (cross-list from cs.CL) [pdf, html, other]

Title: OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs

Akari Asai, Jacqueline He, Rulin Shao, Weijia Shi, Amanpreet Singh, Joseph Chee Chang, Kyle Lo, Luca Soldaini, Sergey Feldman, Mike D'arcy, David Wadden, Matt Latzke, Minyang Tian, Pan Ji, Shengyan Liu, Hao Tong, Bohao Wu, Yanyu Xiong, Luke Zettlemoyer, Graham Neubig, Dan Weld, Doug Downey, Wen-tau Yih, Pang Wei Koh, Hannaneh Hajishirzi

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Digital Libraries (cs.DL); Information Retrieval (cs.IR); Machine Learning (cs.LG)

[67] arXiv:2411.14193 (cross-list from cs.CV) [pdf, html, other]

Title: ComfyGI: Automatic Improvement of Image Generation Workflows

Dominik Sobania, Martin Briesch, Franz Rothlauf

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Neural and Evolutionary Computing (cs.NE)

[68] arXiv:2411.14192 (cross-list from physics.flu-dyn) [pdf, html, other]

Title: Learning Pore-scale Multi-phase Flow from Experimental Data with Graph Neural Network

Yuxuan Gu, Catherine Spurin, Gege Wen

Comments: Accpeted for Machine Learning and the Physical Sciences Workshop at the 38th conference on Neural Information Processing Systems (NeurIPS 2024)

Subjects: Fluid Dynamics (physics.flu-dyn); Machine Learning (cs.LG)

[69] arXiv:2411.14166 (cross-list from math.OC) [pdf, other]

Title: SPARKLE: A Unified Single-Loop Primal-Dual Framework for Decentralized Bilevel Optimization

Shuchen Zhu, Boao Kong, Songtao Lu, Xinmeng Huang, Kun Yuan

Comments: 73 pages, the Thirty-Eighth Annual Conference on Neural Information Processing Systems (2024)

Subjects: Optimization and Control (math.OC); Machine Learning (cs.LG); Machine Learning (stat.ML)

[70] arXiv:2411.14163 (cross-list from cs.LO) [pdf, other]

Title: Creating a Formally Verified Neural Network for Autonomous Navigation: An Experience Report

Syed Ali Asadullah Bukhari, Thomas Flinkow, Medet Inkarbekov, Barak A. Pearlmutter, Rosemary Monahan

Comments: In Proceedings FMAS2024, arXiv:2411.13215

Journal-ref: EPTCS 411, 2024, pp. 178-190

Subjects: Logic in Computer Science (cs.LO); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[71] arXiv:2411.14106 (cross-list from physics.ao-ph) [pdf, html, other]

Title: Adjoint-based online learning of two-layer quasi-geostrophic baroclinic turbulence

Fei Er Yan, Hugo Frezat, Julien Le Sommer, Julian Mak, Karl Otness

Comments: 25 pages, 1 table, 8 figures

Subjects: Atmospheric and Oceanic Physics (physics.ao-ph); Machine Learning (cs.LG); Fluid Dynamics (physics.flu-dyn)

[72] arXiv:2411.14092 (cross-list from cs.RO) [pdf, html, other]

Title: MetaCropFollow: Few-Shot Adaptation with Meta-Learning for Under-Canopy Navigation

Thomas Woehrle, Arun N. Sivakumar, Naveen Uppalapati, Girish Chowdhary

Subjects: Robotics (cs.RO); Artificial Intelligence (cs.AI); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[73] arXiv:2411.14062 (cross-list from cs.CV) [pdf, html, other]

Title: MMGenBench: Evaluating the Limits of LMMs from the Text-to-Image Generation Perspective

Hailang Huang, Yong Wang, Zixuan Huang, Huaqiu Li, Tongwen Huang, Xiangxiang Chu, Richong Zhang

Comments: This project is available at: this https URL

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI); Computation and Language (cs.CL); Machine Learning (cs.LG)

[74] arXiv:2411.14017 (cross-list from eess.IV) [pdf, html, other]

Title: Automatic brain tumor segmentation in 2D intra-operative ultrasound images using MRI tumor annotations

Mathilde Faanes, Ragnhild Holden Helland, Ole Solheim, Ingerid Reinertsen

Comments: 19, 8 figures, submitted to International Journal of Computer Assisted Radiology and Surgery

Subjects: Image and Video Processing (eess.IV); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[75] arXiv:2411.14013 (cross-list from eess.AS) [pdf, html, other]

Title: Single-Model Attribution for Spoofed Speech via Vocoder Fingerprints in an Open-World Setting

Matías Pizarro, Mike Laszkiewicz, Dorothea Kolossa, Asja Fischer

Subjects: Audio and Speech Processing (eess.AS); Cryptography and Security (cs.CR); Machine Learning (cs.LG)

[76] arXiv:2411.13999 (cross-list from math.OC) [pdf, html, other]

Title: Accelerated zero-order SGD under high-order smoothness and overparameterized regime

Georgii Bychkov, Darina Dvinskikh, Anastasia Antsiferova, Alexander Gasnikov, Aleksandr Lobanov

Comments: 10 pages, 1 figure

Subjects: Optimization and Control (math.OC); Machine Learning (cs.LG)

[77] arXiv:2411.13993 (cross-list from cs.GT) [pdf, html, other]

Title: Market Making without Regret

Nicolò Cesa-Bianchi, Tommaso Cesari, Roberto Colomboni, Luigi Foscari, Vinayak Pathak

Subjects: Computer Science and Game Theory (cs.GT); Machine Learning (cs.LG)

[78] arXiv:2411.13970 (cross-list from eess.SP) [pdf, html, other]

Title: Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach

Yu Bai, Boxuan Xie, Ruifan Zhu, Zheng Chang, Riku Jantti

Subjects: Signal Processing (eess.SP); Machine Learning (cs.LG)

[79] arXiv:2411.13945 (cross-list from cs.RO) [pdf, html, other]

Title: Neuromorphic Attitude Estimation and Control

Stein Stroobants, Christophe de Wagter, Guido C.H.E. De Croon

Subjects: Robotics (cs.RO); Machine Learning (cs.LG); Neural and Evolutionary Computing (cs.NE)

[80] arXiv:2411.13922 (cross-list from stat.ML) [pdf, html, other]

Title: Exponentially Consistent Nonparametric Clustering of Data Streams

Bhupender Singh, Ananth Ram Rajagopalan, Srikrishna Bhashyam

Subjects: Machine Learning (stat.ML); Information Theory (cs.IT); Machine Learning (cs.LG); Signal Processing (eess.SP)

[81] arXiv:2411.13903 (cross-list from eess.SP) [pdf, other]

Title: AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification

Shreya Srivastava

Subjects: Signal Processing (eess.SP); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[82] arXiv:2411.13869 (cross-list from math.OC) [pdf, other]

Title: Topology optimization of periodic lattice structures for specified mechanical properties using machine learning considering member connectivity

Tomoya Matsuoka, Makoto Ohsaki, Kazuki Hayashi

Comments: Presented at Asian Congress of Structural and Multidisciplinary Optimization (ACSMO 2024)

Subjects: Optimization and Control (math.OC); Machine Learning (cs.LG)

[83] arXiv:2411.13865 (cross-list from cs.IR) [pdf, html, other]

Title: HARec: Hyperbolic Graph-LLM Alignment for Exploration and Exploitation in Recommender Systems

Qiyao Ma, Menglin Yang, Mingxuan Ju, Tong Zhao, Neil Shah, Rex Ying

Subjects: Information Retrieval (cs.IR); Artificial Intelligence (cs.AI); Computation and Language (cs.CL); Machine Learning (cs.LG)

[84] arXiv:2411.13855 (cross-list from eess.IV) [pdf, html, other]

Title: A Multimodal Approach to The Detection and Classification of Skin Diseases

Allen Yang (1), Edward Yang (2), ((1) Mission San Jose High School, Fremont, CA, (2) Yale University, New Haven, CT)

Subjects: Image and Video Processing (eess.IV); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[85] arXiv:2411.13852 (cross-list from cs.CV) [pdf, other]

Title: Dealing with Synthetic Data Contamination in Online Continual Learning

Maorong Wang, Nicolas Michel, Jiafeng Mao, Toshihiko Yamasaki

Comments: Accepted to NeurIPS'24

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[86] arXiv:2411.13826 (cross-list from cs.CL) [pdf, html, other]

Title: Interactive and Expressive Code-Augmented Planning with Large Language Models

Anthony Z. Liu, Xinhe Wang, Jacob Sansom, Yao Fu, Jongwook Choi, Sungryull Sohn, Jaekyeom Kim, Honglak Lee

Subjects: Computation and Language (cs.CL); Machine Learning (cs.LG)

[87] arXiv:2411.13815 (cross-list from physics.flu-dyn) [pdf, html, other]

Title: FLRNet: A Deep Learning Method for Regressive Reconstruction of Flow Field From Limited Sensor Measurements

Phong C. H. Nguyen, Joseph B. Choi, Quang-Trung Luu

Subjects: Fluid Dynamics (physics.flu-dyn); Machine Learning (cs.LG)

[88] arXiv:2411.13787 (cross-list from cs.CV) [pdf, html, other]

Title: Edge-Cloud Routing for Text-to-Image Model with Token-Level Multi-Metric Prediction

Zewei Xin, Qinya Li, Chaoyue Niu, Fan Wu

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[89] arXiv:2411.13779 (cross-list from cs.CL) [pdf, html, other]

Title: NewsInterview: a Dataset and a Playground to Evaluate LLMs' Ground Gap via Informational Interviews

Michael Lu, Hyundong Justin Cho, Weiyan Shi, Jonathan May, Alexander Spangher

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[90] arXiv:2411.13757 (cross-list from cs.CR) [pdf, html, other]

Title: AttentionBreaker: Adaptive Evolutionary Optimization for Unmasking Vulnerabilities in LLMs through Bit-Flip Attacks

Sanjay Das, Swastik Bhattacharya, Souvik Kundu, Shamik Kundu, Anand Menon, Arnab Raha, Kanad Basu

Subjects: Cryptography and Security (cs.CR); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[91] arXiv:2411.13742 (cross-list from quant-ph) [pdf, html, other]

Title: Benchmarking a wide range of optimisers for solving the Fermi-Hubbard model using the variational quantum eigensolver

Benjamin D.M. Jones, Lana Mineh, Ashley Montanaro

Comments: 42 pages, 30 figures. Associated data can be found at this https URL

Subjects: Quantum Physics (quant-ph); Machine Learning (cs.LG); Neural and Evolutionary Computing (cs.NE)

[92] arXiv:2411.13738 (cross-list from cs.CL) [pdf, html, other]

Title: Assessing Gender Bias in LLMs: Comparing LLM Outputs with Human Perceptions and Official Statistics

Tetiana Bas

Comments: under review for Coling conference

Subjects: Computation and Language (cs.CL); Machine Learning (cs.LG)

[93] arXiv:2411.13731 (cross-list from cs.CV) [pdf, html, other]

Title: Delta-Influence: Unlearning Poisons via Influence Functions

Wenjie Li, Jiawei Li, Christian Schroeder de Witt, Ameya Prabhu, Amartya Sanyal

Comments: Accepted at NeurIPS Workshop on Attributing Model Behavior at Scale (ATTRIB @ NeurIPS 2024)

Subjects: Computer Vision and Pattern Recognition (cs.CV); Cryptography and Security (cs.CR); Machine Learning (cs.LG)

[94] arXiv:2411.13715 (cross-list from physics.optics) [pdf, html, other]

Title: SimPhony: A Device-Circuit-Architecture Cross-Layer Modeling and Simulation Framework for Heterogeneous Electronic-Photonic AI System

Ziang Yin, Meng Zhang, Amir Begovic, Rena Huang, Jeff Zhang, Jiaqi Gu

Comments: 7-page

Subjects: Optics (physics.optics); Artificial Intelligence (cs.AI); Hardware Architecture (cs.AR); Emerging Technologies (cs.ET); Machine Learning (cs.LG)

[95] arXiv:2411.13700 (cross-list from cs.IR) [pdf, html, other]

Title: A Collaborative Ensemble Framework for CTR Prediction

Xiaolong Liu, Zhichen Zeng, Xiaoyi Liu, Siyang Yuan, Weinan Song, Mengyue Hang, Yiqun Liu, Chaofei Yang, Donghyun Kim, Wen-Yen Chen, Jiyan Yang, Yiping Han, Rong Jin, Bo Long, Hanghang Tong, Philip S. Yu

Subjects: Information Retrieval (cs.IR); Machine Learning (cs.LG)

[96] arXiv:2411.13677 (cross-list from cs.RO) [pdf, html, other]

Title: Bimanual Dexterity for Complex Tasks

Kenneth Shaw, Yulong Li, Jiahui Yang, Mohan Kumar Srirama, Ray Liu, Haoyu Xiong, Russell Mendonca, Deepak Pathak

Comments: In CoRL 2024. Website at this https URL

Subjects: Robotics (cs.RO); Artificial Intelligence (cs.AI); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[97] arXiv:2411.13676 (cross-list from cs.CL) [pdf, html, other]

Title: Hymba: A Hybrid-head Architecture for Small Language Models

Xin Dong, Yonggan Fu, Shizhe Diao, Wonmin Byeon, Zijia Chen, Ameya Sunil Mahabaleshwarkar, Shih-Yang Liu, Matthijs Van Keirsbilck, Min-Hung Chen, Yoshi Suhara, Yingyan Lin, Jan Kautz, Pavlo Molchanov

Comments: 20 pages, models are available on huggingface

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[98] arXiv:2411.13674 (cross-list from cs.CV) [pdf, html, other]

Title: FabuLight-ASD: Unveiling Speech Activity via Body Language

Hugo Carneiro, Stefan Wermter

Comments: 23 pages, 8 figures, 3 tables, accepted for publication in Neural Computing and Applications

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG); Neural and Evolutionary Computing (cs.NE); Sound (cs.SD); Audio and Speech Processing (eess.AS)

[99] arXiv:2411.13670 (cross-list from cond-mat.mtrl-sci) [pdf, other]

Title: Graph neural network framework for energy mapping of hybrid monte-carlo molecular dynamics simulations of Medium Entropy Alloys

Mashaekh Tausif Ehsan, Saifuddin Zafar, Apurba Sarker, Sourav Das Suvro, Mohammad Nasim Hasan

Comments: 28 pages, 9 figures

Subjects: Materials Science (cond-mat.mtrl-sci); Machine Learning (cs.LG)

[100] arXiv:2411.13619 (cross-list from cs.CV) [pdf, html, other]

Title: Non-Linear Outlier Synthesis for Out-of-Distribution Detection

Lars Doorenbos, Raphael Sznitman, Pablo Márquez-Neila

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)