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Hongxiang Fan

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Preprint Sep 2026

HyQDB: LLM-Assisted Debugging for Hybrid Quantum Workflows

Hybrid quantum program failures frequently occur silently, yet existing debugging tools provide limited support for detecting and repairing them. These faults dominate the failures reported by domain experts, yet existing tools evaluate on public data that under-represents this failure mode. Our key insight is that fau...

Charlie Campbell, H. Chen, Shuang Liang et al. · 0 citations
#machine learning Preprint Sep 2026

HM-ROUTER: Joint Model and Harness Routing for Agentic Systems

HM-Router is introduced, a routing method that jointly selects a model and harness for each query, with an interaction term inspired by canonical polyadic tensor decomposition to capture how their compatibility varies with the query.

H. Chen, Royson Lee, Yasuyuki Okoshi et al. · 0 citations
Preprint Aug 2026

AOSpec: Action and Observation Co-Speculation for Low-Latency Agent Serving

This work presents AOSpec, a lossless framework that co-speculates actions and observations across the full agent-environment loop, and outperforms every practical baseline, reducing mean end-to-end latency by 11.8-32.5% and p99 latency by up to 42.8%.

H. Chen, Jin-Nan Guo, Wayne Luk et al. · 0 citations

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