3 papers
cs.LG2026
Communication-Efficient Verifiable Attention for LLM Inference
Ziqun Chen, Ming Wu, Michael Heinrich +4
Computation integrity of remote large language model (LLM) serving can be questionable. For conventional deep neural networks (DNNs), the existing TEE-shielded DNN partitioning (TS…
cs.LG2024
Merit-based Fair Combinatorial Semi-Bandit with Unrestricted Feedback Delays
Ziqun Chen, Kechao Cai, Zhuoyue Chen +2
We study the stochastic combinatorial semi-bandit problem with unrestricted feedback delays under merit-based fairness constraints. This is motivated by applications such as crowds…
cs.DC2024
Fair Distributed Cooperative Bandit Learning on Networks for Intelligent Internet of Things Systems (Technical Report)
Ziqun Chen, Kechao Cai, Jinbei Zhang +1
In intelligent Internet of Things (IoT) systems, edge servers within a network exchange information with their neighbors and collect data from sensors to complete delivered tasks.…