BMJ

Efficacy and safety of 11 sodium-glucose cotransporter-2 inhibitors at different dosages in type 2 diabetes mellitus patients inadequately controlled with metformin: a Bayesian ...

Objectives Assess the efficacy and safety profiles of different sodium-glucose cotransporter-2 inhibitors (SGLT2is) as an add-on to metformin in type 2 diabetes mellitus (T2DM) patients. Design ...
GitHub

siiRL: Shanghai Innovation Institute RL Framework for Advanced LLMs and Multi-Agent Systems

Near-Linear Scalability: The multi-controller paradigm eliminates central bottlenecks by distributing control logic and data management across all workers, enabling near-linear scalability to ...
IEEE

Learning Multi-Agent Reservoir Cooperative Operations over Multi-Relational Directed Acyclic Graph

Abstract: Operating large multi-reservoir systems is critical for effective water allocation, hydropower generation, and economic development. However, conventional robust planning-based methods scale ...
Frontiers

Optimal dose and type of exercise to improve cognitive function in adults with major depressive disorder: a systematic review and Bayesian model-based network meta-analysis

Introduction: Cognitive impairment is a core feature of major depressive disorder (MDD) that often persists during remission, significantly affecting psychosocial functioning. While exercise is known ...
IEEE

Compass: A Collaborative HLS Design Space Exploration Framework via Graph Representation Learning and Ensemble Bayesian Optimization

Abstract: This paper presents Compass, an end-to-end design space exploration (DSE) framework to automate highlevel synthesis (HLS) directive optimization efficiently. Compass incorporates a directed ...