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Machine Learning

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Total of 668 entries : 1-50 51-100 101-150 151-200 ... 651-668
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Fri, 22 Nov 2024 (showing first 50 of 113 entries )

[1] arXiv:2411.14424 [pdf, html, other]
Title: Learning Fair Robustness via Domain Mixup
Meiyu Zhong, Ravi Tandon
Subjects: Machine Learning (cs.LG); Cryptography and Security (cs.CR); Information Theory (cs.IT)
[2] arXiv:2411.14421 [pdf, html, other]
Title: From RNNs to Foundation Models: An Empirical Study on Commercial Building Energy Consumption
Shourya Bose, Yijiang Li, Amy Van Sant, Yu Zhang, Kibaek Kim
Comments: NeurIPS 2024 Workshop on Time Series in the Age of Large Models
Subjects: Machine Learning (cs.LG)
[3] arXiv:2411.14411 [pdf, html, other]
Title: Multi-Agent Environments for Vehicle Routing Problems
Ricardo Gama, Daniel Fuertes, Carlos R. del-Blanco, Hugo L. Fernandes
Subjects: Machine Learning (cs.LG)
[4] arXiv:2411.14375 [pdf, other]
Title: Model Checking for Reinforcement Learning in Autonomous Driving: One Can Do More Than You Think!
Rong Gu (Mälardalen University)
Comments: In Proceedings FMAS2024, arXiv:2411.13215
Journal-ref: EPTCS 411, 2024, pp. 160-177
Subjects: Machine Learning (cs.LG)
[5] arXiv:2411.14354 [pdf, html, other]
Title: Contrasting local and global modeling with machine learning and satellite data: A case study estimating tree canopy height in African savannas
Esther Rolf, Lucia Gordon, Milind Tambe, Andrew Davies
Comments: 31 pages; 9 figures
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Computer Vision and Pattern Recognition (cs.CV)
[6] arXiv:2411.14349 [pdf, html, other]
Title: Agnostic Learning of Arbitrary ReLU Activation under Gaussian Marginals
Anxin Guo, Aravindan Vijayaraghavan
Subjects: Machine Learning (cs.LG); Data Structures and Algorithms (cs.DS)
[7] arXiv:2411.14345 [pdf, html, other]
Title: Layer Pruning with Consensus: A Triple-Win Solution
Leandro Giusti Mugnaini, Carolina Tavares Duarte, Anna H. Reali Costa, Artur Jordao
Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV)
[8] arXiv:2411.14296 [pdf, html, other]
Title: Improving Routability Prediction via NAS Using a Smooth One-shot Augmented Predictor
Arjun Sridhar, Chen-Chia Chang, Junyao Zhang, Yiran Chen
Subjects: Machine Learning (cs.LG)
[9] arXiv:2411.14288 [pdf, html, other]
Title: On the Sample Complexity of One Hidden Layer Networks with Equivariance, Locality and Weight Sharing
Arash Behboodi, Gabriele Cesa
Subjects: Machine Learning (cs.LG); Statistics Theory (math.ST); Machine Learning (stat.ML)
[10] arXiv:2411.14263 [pdf, html, other]
Title: Generating Realistic Adversarial Examples for Business Processes using Variational Autoencoders
Alexander Stevens, Jari Peeperkorn, Johannes De Smedt, Jochen De Weerdt
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI)
[11] arXiv:2411.14254 [pdf, html, other]
Title: BERT-Based Approach for Automating Course Articulation Matrix Construction with Explainable AI
Natenaile Asmamaw Shiferaw, Simpenzwe Honore Leandre, Aman Sinha, Dillip Rout
Comments: 26 pages, 9 figures
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI)
[12] arXiv:2411.14251 [pdf, other]
Title: Natural Language Reinforcement Learning
Xidong Feng, Ziyu Wan, Haotian Fu, Bo Liu, Mengyue Yang, Girish A. Koushik, Zhiyuan Hu, Ying Wen, Jun Wang
Comments: Extension of arXiv:2402.07157
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Computation and Language (cs.CL)
[13] arXiv:2411.14202 [pdf, html, other]
Title: Revised Regularization for Efficient Continual Learning through Correlation-Based Parameter Update in Bayesian Neural Networks
Sanchar Palit, Biplab Banerjee, Subhasis Chaudhuri
Comments: at ICVGIP 2024
Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV)
[14] arXiv:2411.14133 [pdf, html, other]
Title: GASP: Efficient Black-Box Generation of Adversarial Suffixes for Jailbreaking LLMs
Advik Raj Basani, Xiao Zhang
Comments: 28 pages, 9 tables, 13 figures; under review at CVPR '25
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Cryptography and Security (cs.CR); Computer Vision and Pattern Recognition (cs.CV)
[15] arXiv:2411.14117 [pdf, html, other]
Title: Umbrella Reinforcement Learning -- computationally efficient tool for hard non-linear problems
Egor E. Nuzhin, Nikolai V. Brilliantov
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI)
[16] arXiv:2411.14094 [pdf, html, other]
Title: GNN-MultiFix: Addressing the pitfalls for GNNs for multi-label node classification
Tianqi Zhao, Megha Khosla
Subjects: Machine Learning (cs.LG)
[17] arXiv:2411.14085 [pdf, html, other]
Title: Exploration by Running Away from the Past
Paul-Antoine Le Tolguenec, Yann Besse, Florent Teichteil-Koenigsbuch, Dennis G. Wilson, Emmanuel Rachelson
Subjects: Machine Learning (cs.LG)
[18] arXiv:2411.14049 [pdf, html, other]
Title: Out-Of-Distribution Detection with Diversification (Provably)
Haiyun Yao, Zongbo Han, Huazhu Fu, Xi Peng, Qinghua Hu, Changqing Zhang
Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV)
[19] arXiv:2411.14046 [pdf, html, other]
Title: REFOL: Resource-Efficient Federated Online Learning for Traffic Flow Forecasting
Qingxiang Liu, Sheng Sun, Yuxuan Liang, Xiaolong Xu, Min Liu, Muhammad Bilal, Yuwei Wang, Xujing Li, Yu Zheng
Subjects: Machine Learning (cs.LG)
[20] arXiv:2411.14035 [pdf, html, other]
Title: Teaching MLPs to Master Heterogeneous Graph-Structured Knowledge for Efficient and Accurate Inference
Yunhui Liu, Xinyi Gao, Tieke He, Jianhua Zhao, Hongzhi Yin
Subjects: Machine Learning (cs.LG)
[21] arXiv:2411.14019 [pdf, html, other]
Title: Time-Scale Separation in Q-Learning: Extending TD($\triangle$) for Action-Value Function Decomposition
Mahammad Humayoo
Comments: 17 pages
Subjects: Machine Learning (cs.LG)
[22] arXiv:2411.14014 [pdf, html, other]
Title: Trajectory Representation Learning on Road Networks and Grids with Spatio-Temporal Dynamics
Stefan Schestakov, Simon Gottschalk
Subjects: Machine Learning (cs.LG)
[23] arXiv:2411.14003 [pdf, html, other]
Title: Generative Intervention Models for Causal Perturbation Modeling
Nora Schneider, Lars Lorch, Niki Kilbertus, Bernhard Schölkopf, Andreas Krause
Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)
[24] arXiv:2411.13953 [pdf, html, other]
Title: Material synthesis through simulations guided by machine learning: a position paper
Usman Syed, Federico Cunico, Uzair Khan, Eros Radicchi, Francesco Setti, Adolfo Speghini, Paolo Marone, Filiberto Semenzin, Marco Cristani
Subjects: Machine Learning (cs.LG)
[25] arXiv:2411.13951 [pdf, html, other]
Title: A Dataset for Evaluating Online Anomaly Detection Approaches for Discrete Multivariate Time Series
Lucas Correia, Jan-Christoph Goos, Thomas Bäck, Anna V. Kononova
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Computational Engineering, Finance, and Science (cs.CE); Systems and Control (eess.SY)
[26] arXiv:2411.13934 [pdf, html, other]
Title: Learning to Cooperate with Humans using Generative Agents
Yancheng Liang, Daphne Chen, Abhishek Gupta, Simon S. Du, Natasha Jaques
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Multiagent Systems (cs.MA)
[27] arXiv:2411.13921 [pdf, html, other]
Title: NBMLSS: probabilistic forecasting of electricity prices via Neural Basis Models for Location Scale and Shape
Alessandro Brusaferri, Danial Ramin, Andrea Ballarino
Comments: 23 pages
Subjects: Machine Learning (cs.LG)
[28] arXiv:2411.13919 [pdf, html, other]
Title: Predictive Maintenance Study for High-Pressure Industrial Compressors: Hybrid Clustering Models
Alessandro Costa, Emilio Mastriani, Federico Incardona, Kevin Munari, Sebastiano Spinello
Comments: 10 pages, 9 figures, 2 tables, HICSS58 conference
Subjects: Machine Learning (cs.LG)
[29] arXiv:2411.13914 [pdf, html, other]
Title: ICODE: Modeling Dynamical Systems with Extrinsic Input Information
Zhaoyi Li, Wenjie Mei, Ke Yu, Yang Bai, Shihua Li
Subjects: Machine Learning (cs.LG)
[30] arXiv:2411.13907 [pdf, html, other]
Title: Split Federated Learning Over Heterogeneous Edge Devices: Algorithm and Optimization
Yunrui Sun, Gang Hu, Yinglei Teng, Dunbo Cai
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI)
[31] arXiv:2411.13899 [pdf, html, other]
Title: Schemato -- An LLM for Netlist-to-Schematic Conversion
Ryoga Matsuo, Stefan Uhlich, Arun Venkitaraman, Andrea Bonetti, Chia-Yu Hsieh, Ali Momeni, Lukas Mauch, Augusto Capone, Eisaku Ohbuchi, Lorenzo Servadei
Subjects: Machine Learning (cs.LG)
[32] arXiv:2411.13890 [pdf, html, other]
Title: GraCo -- A Graph Composer for Integrated Circuits
Stefan Uhlich, Andrea Bonetti, Arun Venkitaraman, Ali Momeni, Ryoga Matsuo, Chia-Yu Hsieh, Eisaku Ohbuchi, Lorenzo Servadei
Subjects: Machine Learning (cs.LG)
[33] arXiv:2411.13883 [pdf, html, other]
Title: When Online Algorithms Influence the Environment: A Dynamical Systems Analysis of the Unintended Consequences
Prabhat Lankireddy, Jayakrishnan Nair, D Manjunath
Comments: 13 pages, 4 figures
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Computers and Society (cs.CY)
[34] arXiv:2411.13881 [pdf, html, other]
Title: Exploring applications of topological data analysis in stock index movement prediction
Dazhi Huang, Pengcheng Xu, Xiaocheng Huang, Jiayi Chen
Comments: 20 pages, 10 figures
Subjects: Machine Learning (cs.LG); Data Analysis, Statistics and Probability (physics.data-an)
[35] arXiv:2411.13868 [pdf, html, other]
Title: Robust Detection of Watermarks for Large Language Models Under Human Edits
Xiang Li, Feng Ruan, Huiyuan Wang, Qi Long, Weijie J. Su
Subjects: Machine Learning (cs.LG); Computation and Language (cs.CL); Statistics Theory (math.ST); Methodology (stat.ME); Machine Learning (stat.ML)
[36] arXiv:2411.13848 [pdf, html, other]
Title: Exact and approximate error bounds for physics-informed neural networks
Augusto T. Chantada, Pavlos Protopapas, Luca Gomez Bachar, Susana J. Landau, Claudia G. Scóccola
Comments: 10 pages, 1 figure, accepted to NeurIPS 2024 Workshop on Machine Learning and the Physical Sciences
Subjects: Machine Learning (cs.LG); Numerical Analysis (math.NA)
[37] arXiv:2411.13821 [pdf, html, other]
Title: Heterophilic Graph Neural Networks Optimization with Causal Message-passing
Botao Wang, Jia Li, Heng Chang, Keli Zhang, Fugee Tsung
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Machine Learning (stat.ML)
[38] arXiv:2411.13814 [pdf, html, other]
Title: AutoMixQ: Self-Adjusting Quantization for High Performance Memory-Efficient Fine-Tuning
Changhai Zhou, Shiyang Zhang, Yuhua Zhou, Zekai Liu, Shichao Weng
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI)
[39] arXiv:2411.13786 [pdf, html, other]
Title: Adaptable Embeddings Network (AEN)
Stan Loosmore, Alexander Titus
Comments: 20 pages
Subjects: Machine Learning (cs.LG)
[40] arXiv:2411.13778 [pdf, html, other]
Title: A Survey on Adversarial Robustness of LiDAR-based Machine Learning Perception in Autonomous Vehicles
Junae Kim, Amardeep Kaur
Comments: 20 pages, 2 figures
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Cryptography and Security (cs.CR)
[41] arXiv:2411.13760 [pdf, html, other]
Title: A Framework for Evaluating LLMs Under Task Indeterminacy
Luke Guerdan, Hanna Wallach, Solon Barocas, Alexandra Chouldechova
Comments: To Appear in NeurIPS 2024 Workshops on Evaluating Evaluations (EvalEval) and Statistical Foundations of LLMs and Foundation Models (SFLLM)
Subjects: Machine Learning (cs.LG); Computation and Language (cs.CL); Human-Computer Interaction (cs.HC)
[42] arXiv:2411.13754 [pdf, html, other]
Title: Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning Scenarios
Shantanu Jaiswal, Debaditya Roy, Basura Fernando, Cheston Tan
Comments: NeurIPS 2024 camera ready; source code to be released at: this https URL
Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV)
[43] arXiv:2411.13740 [pdf, html, other]
Title: Federated Continual Learning for Edge-AI: A Comprehensive Survey
Zi Wang, Fei Wu, Feng Yu, Yurui Zhou, Jia Hu, Geyong Min
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Distributed, Parallel, and Cluster Computing (cs.DC); Networking and Internet Architecture (cs.NI)
[44] arXiv:2411.13733 [pdf, html, other]
Title: On Generalization Bounds for Neural Networks with Low Rank Layers
Andrea Pinto, Akshay Rangamani, Tomaso Poggio
Comments: Published in the MIT DSpace repository: this https URL
Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)
[45] arXiv:2411.13730 [pdf, html, other]
Title: Replicable Online Learning
Saba Ahmadi, Siddharth Bhandari, Avrim Blum
Subjects: Machine Learning (cs.LG)
[46] arXiv:2411.13724 [pdf, other]
Title: Exploring Large Language Models for Climate Forecasting
Yang Wang, Hassan A. Karimi
Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI)
[47] arXiv:2411.13711 [pdf, html, other]
Title: Almost Sure Convergence Rates and Concentration of Stochastic Approximation and Reinforcement Learning with Markovian Noise
Xiaochi Qian, Zixuan Xie, Xinyu Liu, Shangtong Zhang
Subjects: Machine Learning (cs.LG); Optimization and Control (math.OC); Machine Learning (stat.ML)
[48] arXiv:2411.13691 [pdf, html, other]
Title: Retrieval-Augmented Generation for Domain-Specific Question Answering: A Case Study on Pittsburgh and CMU
Haojia Sun, Yaqi Wang, Shuting Zhang
Subjects: Machine Learning (cs.LG); Computation and Language (cs.CL)
[49] arXiv:2411.13690 [pdf, html, other]
Title: Multi-Agent Best Arm Identification in Stochastic Linear Bandits
Sanjana Agrawal, Saúl A. Blanco
Subjects: Machine Learning (cs.LG)
[50] arXiv:2411.13688 [pdf, other]
Title: Investigating Graph Neural Networks and Classical Feature-Extraction Techniques in Activity-Cliff and Molecular Property Prediction
Markus Dablander
Comments: Doctoral Thesis (Mathematical Institute, University of Oxford)
Subjects: Machine Learning (cs.LG); Biomolecules (q-bio.BM); Machine Learning (stat.ML)
Total of 668 entries : 1-50 51-100 101-150 151-200 ... 651-668
Showing up to 50 entries per page: fewer | more | all