PAIRED: A New Multi-agent Approach for Adversarial Environment Generation
This Google AI blog describes a method for machine learning using paired agents. The gap between the one that did the best and the one that did the worst is regret. That feeling of 'could have done' better is what pushes the 'unsupervised environment design' algorithm towards a better solution. "The...
Source: googleblog.com
Learning to Summarize with Human Feedback: We've applied reinforcement learning from human feedback to train language models
Learning to Summarize with Human Feedback: We've applied reinforcement learning from human feedback to train language models that are better at summarization. Our models generate summaries that are better than summaries from 10x larger models trained only with supervised learning. Even though we train...
Source: openai.com
Gaining insights with Natural Language Processing of Reddit Data to Evaluate Dermatology Patient Experiences and Therapeutics.
Gaining insights with Natural Language Processing of Reddit Data to Evaluate Dermatology Patient Experiences and Therapeutics. "There is a lack of research studying patient-generated data on Reddit, one of the world’s most popular forums with active users interested in dermatology. Techniques within...
Source: sciencedirect.com
Improving Language Understanding with Unsupervised Learning: We've obtained state-of-the-art results on a suite of diverse
Improving Language Understanding with Unsupervised Learning: We've obtained state-of-the-art results on a suite of diverse language tasks with a scalable, task-agnostic system, which we're also releasing. Our approach is a combination of two existing ideas: transformers and unsupervised pre-training....
Source: openai.com
Inpatient Rehab No Better Than Home Exercise After Total Knee Arthroplasty: By Amy Orciari Herman Edited by Lorenzo Di
Inpatient Rehab No Better Than Home Exercise After Total Knee Arthroplasty: By Amy Orciari Herman
Edited by Lorenzo Di Francesco, MD, FACP, FHM
Inpatient rehab appears to offer no benefit over a supervised home program for patients recovering from total knee arthroplasty, a JAMA study finds.
Some...
Source: jwatch.org
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