IEEE

Location Matters: LLM-Guided Joint Optimization of In-Network Aggregation Placement and Routing for DML Workloads

Abstract: In-network aggregation (INA) accelerates gradient aggregation in distributed machine learning (DML) by alleviating communication bottlenecks, but its effectiveness crucially depends on two ...
GitHub

Dual-Flow

[2025-10-18]: The code and models have been released! We have improved the training resolution of the models and achieved better results compared to the original paper. Both old weights (for ...
IEEE

Distributed Combined Space Partitioning and Network Flow Optimization: an Optimal Transport Approach

Abstract: This paper studies a combined space partitioning and network flow optimization problem, with applications to large-scale electric power, transportation, or communication systems. In dense ...
Frontiers

Research on optimization configuration of distributed power flow controllers in distribution networks with distributed photovoltaics

State Grid Hebei Electric Power Company Hengshui Power Supply Branch, Hengshui, Hebei, China Introduction: This study aims to optimize the location and capacity determination of distributed power flow ...
Seeking Alpha

Greif reaffirms $630M EBITDA and $315M free cash flow targets for 2026 amid margin expansion and aggressive cost optimization

CEO Ole Rosgaard stated that Greif entered 2026 from a position of strength, highlighting "our Q1 performance demonstrates the progress we are making on 2 critical fronts, delivering solid financial ...