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
COGNIT-Guard is presented, coupling a validation-calibrated CPU fast gatekeeper with confidence-gated escalation to an NPU-resident 322M bidirectional direct-decision model (Laya-322M) under an asymmetric false-positive penalty.
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
This work proposes AGENTKV, which maintains a small query buffer per phase and scores cached keys against their union and implements AGENTKV in a persistent multi-turn serving path that carries compressed KV state across turns and compacts retained KV pages online.
T. Liu, Jeffrey T. H. Wong, Can Xiao et al.· 1 citation
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
It is observed that the model's internal signals can indicate whether a visual step will benefit reasoning before the entire visual generation is completed, and AdaViG, a training-free adaptive visual gating method for unified multimodal reasoning, is proposed.
