6 citations · 6 across the 10 of their papers we have counts for
4 papers · 1 filter
To Theoretically Understand Transformer-Based In-Context Learning for Optimizing CSMA
Shugang Hao, Hongbo Li, Lingjie Duan
The binary exponential backoff scheme is widely used in WiFi 7 and still incurs poor throughput performance under dynamic channel environments. Recent model-based approaches (e.g.,…
Provable In-Context Learning of Nonlinear Regression with Transformers
Hongbo Li, Lingjie Duan, Yingbin Liang
The transformer architecture, which processes sequences of input tokens to produce outputs for query tokens, has revolutionized numerous areas of machine learning. A defining featu…
Competitive Multi-armed Bandit Games for Resource Sharing
Hongbo Li, Lingjie Duan
In modern resource-sharing systems, multiple agents access limited resources with unknown stochastic conditions to perform tasks. When multiple agents access the same resource (arm…
To Analyze and Regulate Human-in-the-loop Learning for Congestion Games
Hongbo Li, Lingjie Duan
In congestion games, selfish users behave myopically to crowd to the shortest paths, and the social planner designs mechanisms to regulate such selfish routing through information…