Agentic workflows are artificial intelligence-powered software systems that chain together multiple models and external tools ...
As today's fast-paced business environment continues to evolve, organizations face unprecedented challenges in managing resources, data, workflows and human capital. The sheer volume of information ...
Abstract: Terahertz (THz) communication is considered to be a promising technology in B5G communication systems. Efficient resource allocation algorithms play an important role in THz communication ...
Greenland, the largest island on Earth, possesses some of the richest stores of natural resources anywhere in the world. These include critical raw materials – resources such as lithium and rare earth ...
Effect evaluation of learning resources in online education platforms is crucial for optimizing instructional strategies and enabling personalized learning. However, conventional methods struggle to ...
Abstract: Game-theoretic resource allocation on graphs (GRAG) involves two players competing over multiple steps to control nodes of interest on a graph, a problem modeled as a multi-step Colonel ...
Descriptive set theorists study the niche mathematics of infinity. Now, they’ve shown that their problems can be rewritten in the concrete language of algorithms. All of modern mathematics is built on ...
0267_RL_for_resource_allocation/ ├── src/ # Source code │ ├── agents/ # RL agents implementation │ │ ├── __init__.py │ │ └── agents.py # PPO, SAC, TD3, Policy Gradient │ ├── envs/ # Environment ...
Effective task allocation has become a critical challenge for multi-robot systems operating in dynamic environments like search and rescue. Traditional methods, often based on static data and ...
In small multi-functional base stations such as 230 MHz power wireless private network LTE, when there is concurrent transient access of a large number of terminals, issues such as packet blocking and ...
Bio-inspired computational methods have gained popularity recently. These methods mimic the seemingly complex behavior of organisms to tackle difficult and often overwhelming problems. For example, ...
The original version of this story appeared in Quanta Magazine. If you want to solve a tricky problem, it often helps to get organized. You might, for example, break the problem into pieces and tackle ...