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BIOENGINEER.ORG - Bioengineering
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News
Machine Learning Gets a Robustness Boost by Turning Labels into Preferences
1+ day, 14+ hour ago (81+ words) Multi-label classification, the machine learning task of assigning several labels at once to a single object, is everywhere in modern artificial intelligence. A photograph may be tagged with multiple objects, a medical image may indicate several conditions, and a document…...
AI Learns From Its Own Past to Sharpen Graph Neural Networks
1+ day, 15+ hour ago (626+ words) Graph neural networks have become one of the most powerful tools in modern machine learning for making sense of data that lives in relationships rather than rows of a spreadsheet....
Adaptive LoRA Ranks Help AI Models Learn New Tasks Without Forgetting Old
1+ day, 16+ hour ago (83+ words) Large language models have become astonishingly capable learners, absorbing new skills from relatively small amounts of fine-tuning data. Yet this flexibility comes with a well-known curse: when an AI model is trained sequentially on new tasks, it tends to overwrite…...
Semi-Tensor Decomposition Slashes Neural Network Training Time and Memory
1+ day, 19+ hour ago (55+ words) Training large neural networks has long been a battle against two unforgiving constraints: time and memory. Every epoch of learning demands billions of floating-point operations, and every hidden layer multiplies the storage burden on hardware that is already stretched to…...
New AI Algorithm Delivers Realistic, Optimal Explanations for Black-Box
1+ day, 19+ hour ago (1041+ words) When a bank’s algorithm denies someone a loan, the most useful answer is not an abstract account of the model’s internal mathematics. It is a concrete, actionable statement: change these specific things about your application and the outcome would flip....
New Fuzzy Machine Learning Model Tackles Imbalanced Data With Striking
2+ day, 27+ min ago (94+ words) Imbalanced data is one of the most stubborn problems in modern machine learning. Whenever a dataset contains far more examples of one class than another, standard classifiers tend to favor the majority class, quietly ignoring the rare but often critical…...
Adaptive Chinese grammar teaching algorithm built with deep reinforcement
2+ day, 17+ hour ago (92+ words) Chinese, often ranked among the most difficult languages for second-language learners, presents a grammar landscape that resists the tidy categories familiar from European languages. There are no verb conjugations to memorize in the conventional sense, but learners grapple with measure…...
Iterative genetic programming builds feature subsets for high-dimensional
2+ day, 17+ hour ago (55+ words) High-dimensional data have become the defining challenge of modern machine learning, and a team of researchers in China has now unveiled a new evolutionary algorithm that promises to make sense of the overwhelming number of variables found in gene expression…...
Graph Neural Networks Predict Supersonic Metal Bonding in Cold Spray
3+ day, 10+ hour ago (75+ words) The significance of the cold spray process lies in its ability to deposit coatings and build up material without the melting that characterizes conventional thermal spray techniques. Because metallic particles remain solid throughout their flight and only deform plastically upon…...
Multi-task framework fuses infrared and visible images for better semantics
3+ day, 14+ hour ago (98+ words) In a development that could reshape how machines see in the dark, a team of researchers at Jiangxi University of Science and Technology in Nanchang, China, has unveiled a new artificial intelligence framework that fuses infrared and visible-light images while…...