Honggang Zhang

A Game-theoretic Framework for Revenue Sharing in Edge-Cloud Computing System

2018

We introduce a game-theoretic framework to explore revenue sharing in an Edge-Cloud computing system, in which computing service providers at the edge of the Internet (edge providers) and computing service providers at the cloud (cloud …

Network AI Management & Orchestration: A Federated Multi-task Learning Case

2021 · 2021 IEEE Globecom Workshops (GC Wkshps)

6G treats artificial intelligence (AI) as the corner-stone and fundamental paradigm shift for providing inclusive intelligent services, which requires to natively support the training and reasoning of AI and provide a comprehensive network AI management …

Secure and Efficient Stigmergy-Empowered Blockchain Framework for Heterogeneous Collaborative Services in the Internet of Vehicles

2023 · IEEE Communications Magazine

The Internet of Vehicles (IoV) is expected to address the significant problems of modern transportation through collaboration among various entities. It is crucial to establish a collaborative mechanism for untrusted entities to achieve the full …

Stochastic Graph Neural Network-Based Value Decomposition for Multi-Agent Reinforcement Learning in Urban Traffic Control

2023

Multi-Agent Reinforcement Learning (MARL) has reached astonishing achievements in various fields such as the traffic control of vehicles in a wireless connected environment. In MARL, how to effectively decompose a global feedback into the relative …

We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?

2024 · arXiv (Cornell University)

Visual mathematical reasoning, as a fundamental visual reasoning ability, has received widespread attention from the Large Multimodal Models (LMMs) community. Existing benchmarks, such as MathVista and MathVerse, focus more on the result-oriented performance but neglect …