Machine Learning

Artificial intelligence for robots with human-inspired hands advances and expands machine learning capabilities in the new generation of robotics.

Academy and ASN Joint Task Force Publishes Artificial Intelligence and Machine Learning Resource Guide

Zambian Student Builds Machine Learning System to Help African Farmers Adapt to Climate Change

[2508.21618] Physics-Informed Spectral Modeling for Hyperspectral Imaging

Abstract page for arXiv paper 2508.21618: Physics-Informed Spectral Modeling for Hyperspectral Imaging

[2508.13657] In-Context Decision Making for Optimizing Complex AutoML Pipelines

Abstract page for arXiv paper 2508.13657: In-Context Decision Making for Optimizing Complex AutoML Pipelines

[2508.07299] Quantitative Estimation of Target Task Performance from Unsupervised Pretext Task in Semi/Self-Supervised Learning

Abstract page for arXiv paper 2508.07299: Quantitative Estimation of Target Task Performance from Unsupervised Pretext Task in Semi/Self-...

[2508.05423] Negative Binomial Variational Autoencoders for Overdispersed Latent Modeling

Abstract page for arXiv paper 2508.05423: Negative Binomial Variational Autoencoders for Overdispersed Latent Modeling

[2411.02622] Pseudo-Probability Unlearning: Efficient and Privacy-Preserving Machine Unlearning

Abstract page for arXiv paper 2411.02622: Pseudo-Probability Unlearning: Efficient and Privacy-Preserving Machine Unlearning

[2503.02129] Path Regularization: A Near-Complete and Optimal Nonasymptotic Generalization Theory for Multilayer Neural Networks and Double Descent Phenomenon

Abstract page for arXiv paper 2503.02129: Path Regularization: A Near-Complete and Optimal Nonasymptotic Generalization Theory for Multil...

[2410.17473] DROP: Distributional and Regular Optimism and Pessimism for Reinforcement Learning

Abstract page for arXiv paper 2410.17473: DROP: Distributional and Regular Optimism and Pessimism for Reinforcement Learning

[2409.01633] SleepNet and DreamNet: Enriching and Reconstructing Representations for Consolidated Visual Classification

Abstract page for arXiv paper 2409.01633: SleepNet and DreamNet: Enriching and Reconstructing Representations for Consolidated Visual Cla...

[2405.16240] AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models

Abstract page for arXiv paper 2405.16240: AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models

[2405.11619] Novel Interpretable and Robust Web-based AI Platform for Phishing Email Detection

Abstract page for arXiv paper 2405.11619: Novel Interpretable and Robust Web-based AI Platform for Phishing Email Detection

[2307.03571] Smoothing the Edges: Smooth Optimization for Sparse Regularization using Hadamard Overparametrization

Abstract page for arXiv paper 2307.03571: Smoothing the Edges: Smooth Optimization for Sparse Regularization using Hadamard Overparametri...

[2306.02781] An Automated Survey of Generative Artificial Intelligence: Large Language Models, Architectures, Protocols, and Applications

Abstract page for arXiv paper 2306.02781: An Automated Survey of Generative Artificial Intelligence: Large Language Models, Architectures...

[2604.07350] Fast Spatial Memory with Elastic Test-Time Training

Abstract page for arXiv paper 2604.07350: Fast Spatial Memory with Elastic Test-Time Training

[2604.07343] Personalized RewardBench: Evaluating Reward Models with Human Aligned Personalization

Abstract page for arXiv paper 2604.07343: Personalized RewardBench: Evaluating Reward Models with Human Aligned Personalization

[2604.07323] Gaussian Approximation for Asynchronous Q-learning

Abstract page for arXiv paper 2604.07323: Gaussian Approximation for Asynchronous Q-learning

[2604.07286] CADENCE: Context-Adaptive Depth Estimation for Navigation and Computational Efficiency

Abstract page for arXiv paper 2604.07286: CADENCE: Context-Adaptive Depth Estimation for Navigation and Computational Efficiency

[2604.07282] Are Face Embeddings Compatible Across Deep Neural Network Models?

Abstract page for arXiv paper 2604.07282: Are Face Embeddings Compatible Across Deep Neural Network Models?

[2604.07276] Making Room for AI: Multi-GPU Molecular Dynamics with Deep Potentials in GROMACS

Abstract page for arXiv paper 2604.07276: Making Room for AI: Multi-GPU Molecular Dynamics with Deep Potentials in GROMACS

[2604.07274] A Systematic Study of Retrieval Pipeline Design for Retrieval-Augmented Medical Question Answering

Abstract page for arXiv paper 2604.07274: A Systematic Study of Retrieval Pipeline Design for Retrieval-Augmented Medical Question Answering

[2604.07267] The Theory and Practice of Highly Scalable Gaussian Process Regression with Nearest Neighbours

Abstract page for arXiv paper 2604.07267: The Theory and Practice of Highly Scalable Gaussian Process Regression with Nearest Neighbours