作者提出的核心问题是:how can we facilitate the development of LLM applications that could span a broad spectrum of domains and complexities based on the multi-agent approach? 因为1.模型可以根据反馈做出回答,2.每个模型擅长的领域结合在一起可以实现能力互补,3.模型可以通过实现一系列子任务来实现一个...
A Multi-Agent Approach to Unit Commitment - Nagata, Ohono, et al.T. Nagata, M. Ohno, H. Sasaki, and H. Fujita, "A multi-agent approach to unit commitment," Electr. Eng. Jpn., vol. 141, no. 2, pp. 41-47, Nov. 2002.
The main advantage is the very small complexity of this approach in comparison with the optimization problem. The numerical tests are very encouraging. 展开 关键词: sewer network optimal control multi-agent system DOI: 10.1109/ICSTCC.2014.6982513 年份: 2014 ...
To actively consider the interaction of the smart home inhabitant with their caregivers, nurses, doctors and people sharing their home, this paper proposes a multi-agent approach to transparently locate, identify, and ease the collaboration between distributed personalization and assistance services. ...
Ultimately, while I acknowledge your optimism about the potential for AI-driven innovation, I believe it's crucial to address the challenges and risks associated with widespread AI adoption. We must prioritize a human-centered approach that focuses on retraining workers, providing support for those ...
This research applies agent-based negotiation approach to construct a multi-agent-based framework and solve parallel machines rescheduling with eligibility... CJ Huang,LM Liao - IEEE International Conference on Management of Innovation & Technology 被引量: 2发表: 0年 A Decentralized Multi-agent Energy...
Proposed approach is implemented by using JACK™, an agent development framework. A multi-agent based dynamic load/truck control system (MABDLCS) is also developed along with this approach. MABDLCS could be used for both testing some transportation scenarios and for real time vehicle/load ...
A Neural Network based approach (least mean square (LMS) algorithm) was used to approximate the reinforcement value function during the implementation of the RL-based methodology. Finally, the dynamic control policy over the large state space was extracted from the reinforcement values using a ...
Three main shortcomings are present in this approach: (1) how to capture the interactions in distributed multi-agent systems is not usually explained; (2) a total order among the events is considered and this is not accurate in a distributed system; (3) an excess of information is displayed...
A common approach is to parameterize the solution as a distribution to be able to properly express the stochasticity of the environment and leveraging an classic exploration technique utilizing these estimates Intrinsic Motivation-oriented Exploration meta-task of exploration by designing intrinsic rewards ...