Machine Learning

Machine Learning Enhancing Exploration in Reinforcement Learning

A new method boosts agent exploration in various tasks.

Adrien Bolland, Gaspard Lambrechts, Damien Ernst

2025-03-14T05:43:13+00:00 ― 7 min read

Computation Navigating High-Dimensional Sampling: Challenges and Solutions

Discover the intricacies and advancements in high-dimensional sampling methods.

Benny Sun, Yuansi Chen

2025-03-14T00:38:02+00:00 ― 7 min read

Machine Learning Sloth: A New Way to Predict AI Performance

Learn how Sloth is changing predictions for language model performance.

Felipe Maia Polo, Seamus Somerstep, Leshem Choshen

2025-03-13T19:32:51+00:00 ― 6 min read

Machine Learning How Foundation Models Gather Information

Examining the skills of foundation models in information gathering.

Nan Rosemary Ke, Danny P. Sawyer, Hubert Soyer

2025-03-13T14:27:40+00:00 ― 7 min read

Machine Learning Revolutionizing Language Models with BatchTopK Sparse Autoencoders

BatchTopK sparse autoencoders improve language processing through smart data selection.

Bart Bussmann, Patrick Leask, Neel Nanda

2025-03-13T09:22:29+00:00 ― 5 min read

Machine Learning Strengthening Machine Learning: The Path to Robust Models

Discover the advances in machine learning focusing on robustness and generalization.

Khoat Than, Dat Phan, Giang Vu

2025-03-13T04:17:18+00:00 ― 5 min read

Machine Learning The Rise of Time Series Foundation Models

Examining the impact of training data quality on time series models.

Songkang Wen, Vasilii Feofanov, Jianfeng Zhang

2025-03-12T23:12:07+00:00 ― 6 min read

Methodology Mapping Brain Networks: A New Approach

Learn how scientists analyze brain connections with advanced methods.

Michael Hellstern, Byol Kim, Zaid Harchaoui

2025-03-12T13:01:45+00:00 ― 6 min read

Machine Learning Revamping Decision-Making with Off-Policy Evaluation

Learn how off-policy evaluation shapes safer decision-making across various fields.

Aishwarya Mandyam, Shengpu Tang, Jiayu Yao

2025-03-11T21:46:12+00:00 ― 6 min read

Machine Learning Mastering Multiclass Classification: Techniques and Challenges

Explore multiclass classification, challenges, and powerful boosting techniques.

Marco Bressan, Nataly Brukhim, Nicolò Cesa-Bianchi

2025-03-11T16:41:01+00:00 ― 6 min read

Machine Learning A Structured Approach to Generative Models

Learn how structured training improves machine learning models and their accuracy.

Santiago Aranguri, Francesco Insulla

2025-03-11T11:35:50+00:00 ― 6 min read

Machine Learning Making AI Models Lighter and Smarter

Research finds ways to reduce AI model size while maintaining accuracy.

Meyer Scetbon, James Hensman

2025-03-11T06:30:39+00:00 ― 5 min read

Machine Learning Denoising Diffusion Models: A New Wave in AI

Explore how DDMs transform random noise into valuable data.

Christopher Williams, Andrew Campbell, Arnaud Doucet

2025-03-10T20:20:17+00:00 ― 6 min read

Machine Learning Memorization vs. Generalization in AI: A Double-Edged Sword

Explore the balance between memorization and generalization in machine learning.

Reza Bayat, Mohammad Pezeshki, Elvis Dohmatob

2025-03-10T15:15:06+00:00 ― 6 min read

Machine Learning Paired Wasserstein Autoencoders: A New Way to Create

Learn how paired Wasserstein autoencoders generate images based on specific conditions.

Moritz Piening, Matthias Chung

2025-03-10T10:09:55+00:00 ― 6 min read

Machine Learning Robots Learn with Stability and Reliability

New methods improve robot learning by ensuring stable performance in changing environments.

Amin Abyaneh, Mahrokh G. Boroujeni, Hsiu-Chin Lin

2025-03-10T05:04:44+00:00 ― 6 min read

Machine Learning Navigating the Complex World of Classification

Explore how classification helps machines learn in high-dimensional data.

Jonathan García, Philipp Petersen

2025-03-09T23:59:33+00:00 ― 5 min read

Machine Learning Saudi Arabia's Wind Energy Revolution

Saudi Arabia shifts focus to wind energy for a sustainable future.

Kesen Wang, Minwoo Kim, Stefano Castruccio

2025-03-09T18:54:22+00:00 ― 5 min read

Machine Learning Optimizing Data Representation with Johnson-Lindenstrauss Embedding

Learn how optimization is reshaping data representation techniques.

Nikos Tsikouras, Constantine Caramanis, Christos Tzamos

2025-03-09T13:49:11+00:00 ― 7 min read

Machine Learning Calibrating Models for Pandemic Predictions

Learn how model calibration can improve disease spread predictions.

Puhua Niu, Byung-Jun Yoon, Xiaoning Qian

2025-03-09T08:44:00+00:00 ― 5 min read

Optimization and Control Teaching Algorithms to Learn Like Toddlers

Discover how algorithms learn from data using small adjustments and control methods.

Getachew K. Befekadu

2025-03-06T14:36:37+00:00 ― 5 min read

Machine Learning The Art of Approximating Complex Probabilities

Learn how variational inference and normalizing flows improve statistical modeling.

Abhinav Agrawal, Justin Domke

2025-03-05T13:10:42+00:00 ― 9 min read

Machine Learning Mastering Multitask Finetuning in AI

Learn how proper weighting improves AI performance in multitasking.

Hugo Monzón Maldonado, Thomas Möllenhoff, Nico Daheim

2025-03-04T16:49:58+00:00 ― 6 min read

Machine Learning MediaGraphMind: A New Way to Trust News

MediaGraphMind helps evaluate news source reliability and bias effectively.

Muhammad Arslan Manzoor, Ruihong Zeng, Dilshod Azizov

2025-03-01T17:37:24+00:00 ― 7 min read

Machine Learning Decoding Causal Relationships with Flow Models

Learn how flow models improve understanding of cause and effect.

Minh Khoa Le, Kien Do, Truyen Tran

2025-03-01T12:32:13+00:00 ― 7 min read

Machine Learning Faster Algorithms Transform Neural Network Training

New algorithms speed up neural network calculations, enhancing efficiency and accuracy.

Kyle R. Chickering

2025-03-01T02:21:51+00:00 ― 6 min read

Machine Learning Navigating Predictive Multiplicity in AI Models

Learn how data preprocessing affects predictions in machine learning.

Mustafa Cavus, Przemyslaw Biecek

2025-02-28T21:16:40+00:00 ― 7 min read

Machine Learning Revolutionizing Deep Learning with DQA

DQA offers a smart solution for efficient deep quantization in resource-limited devices.

Wenhao Hu, Paul Henderson, José Cano

2025-02-28T16:11:29+00:00 ― 6 min read

Machine Learning Streamlining Decisions with Online Linear Programming

Learn how to make quick and smart resource decisions efficiently.

Jingruo Sun, Wenzhi Gao, Ellen Vitercik

2025-02-28T11:06:18+00:00 ― 5 min read

Machine Learning Aligning AI with Our Values: The Challenge of Reward Hacking

Discover how AI can align with human intentions without unintended outcomes.

Paria Rashidinejad, Yuandong Tian

2025-02-28T06:01:07+00:00 ― 5 min read

Machine Learning GeLoRA: A Smarter Way to Fine-Tune AI Models

GeLoRA simplifies and cuts costs for fine-tuning large language models.

Abdessalam Ed-dib, Zhanibek Datbayev, Amine Mohamed Aboussalah

2025-02-28T00:55:56+00:00 ― 5 min read

Information Theory Advancing MIMO Detection with GMM Algorithms

New GMM-based algorithm enhances MIMO detection in wireless communication systems.

Shachar Shayovitz, Doron Ezri, Yoav Levinbook

2025-02-27T19:50:45+00:00 ― 9 min read

Machine Learning Simplifying Data Analysis with BENN

Learn how BENN enhances dimension reduction in data analysis.

Yin Tang, Bing Li

2025-02-27T14:45:34+00:00 ― 6 min read

Applications CESAR: Improving Wind Energy Forecasting

CESAR enhances wind forecasting accuracy for effective renewable energy use.

Matthew Bonas, Paolo Giani, Paola Crippa

2025-02-27T04:35:12+00:00 ― 6 min read

Methodology Evaluating Causal Discovery Algorithms: A Quest for Clarity

Unraveling the challenges of evaluating algorithms in causal discovery.

Anne Helby Petersen

2025-02-25T22:04:06+00:00 ― 7 min read

Data Analysis, Statistics and Probability Decoding Feature Importance: A New Approach

Learn how to measure the impact of data features in predictive models.

Marlis Ontivero-Ortega, Luca Faes, Jesus M Cortes

2025-02-25T01:43:22+00:00 ― 7 min read

Machine Learning Balancing Fairness in AI: A Mixed Approach

Research reveals pros and cons of Mixup techniques for fairness in AI.

Karina Halevy, Karly Hou, Charumathi Badrinath

2025-02-24T10:27:49+00:00 ― 5 min read

Machine Learning Adaptive Sampling: A Smart Way to Farm

Learn how adaptive sampling improves farming decisions and crop yields.

Giorgio Morales, John Sheppard

2025-02-24T05:22:38+00:00 ― 7 min read

Cryptography and Security Safeguarding Privacy in Data Sampling

Discover how differential privacy protects personal data during analysis.

Albert Cheu, Debanuj Nayak

2025-02-24T00:17:27+00:00 ― 7 min read

High Energy Physics - Phenomenology Harnessing AI to Analyze Particle Jets

Deep learning boosts particle physics research with extensive AspenOpenJets dataset.

Oz Amram, Luca Anzalone, Joschka Birk

2025-02-23T19:12:16+00:00 ― 7 min read

Statistics - Machine Learning