Robin Integrates 550 Papers in 30 min, Closing the AI‑Driven Research Loop and Discovering dAMD Therapies

The Robin multi‑agent system combines literature mining, hypothesis generation, and experimental data analysis into a continuous AI‑driven workflow, integrating 550 papers in 30 minutes, benchmarking on the BixBench suite, and uncovering a ROCK‑inhibitor and the glaucoma drug Lipasudil as promising treatments for dry‑age‑related macular degeneration.

Large Language Modelautomated hypothesis generationbiomedical AI

0 likes · 14 min read

Robin Integrates 550 Papers in 30 min, Closing the AI‑Driven Research Loop and Discovering dAMD Therapies

DataFunSummit

Dec 19, 2021 · Artificial Intelligence

Personalized Federated Learning and AI for Accelerating Drug Discovery

The talk by Huawei senior engineer Xu Chi explores the challenges of drug screening, recent AI-driven advances in pharmaceutical research, and how personalized federated learning on Huawei Cloud accelerates drug discovery, including case studies, platform architecture, and large-scale virtual screening services.

AIbiomedical AIfederated learning

0 likes · 10 min read

Personalized Federated Learning and AI for Accelerating Drug Discovery

DataFunTalk

Nov 26, 2021 · Artificial Intelligence

Graph Neural Networks for Molecular Networks and Drug Discovery

This presentation by Stanford PhD student Huang Kexin explores the challenges and innovations of applying graph machine learning to molecular and biomedical networks, introducing specialized GNN architectures, actionable hypothesis generation, domain‑scientist interfaces, few‑shot learning, and the Therapeutics Data Commons for accelerating drug discovery.

Machine Learningbioinformaticsbiomedical AI

0 likes · 9 min read

Graph Neural Networks for Molecular Networks and Drug Discovery

Robin Integrates 550 Papers in 30 min, Closing the AI‑Driven Research Loop and Discovering dAMD Therapies

Personalized Federated Learning and AI for Accelerating Drug Discovery

Graph Neural Networks for Molecular Networks and Drug Discovery

Robin Integrates 550 Papers in 30 min, Closing the AI‑Driven Research Loop and Discovering dAMD Therapies