3 papers
cs.AI2026
Faithful and Complete LLM-Assisted Automated Construction of Hierarchical Hardware Knowledge Graphs
Haotian Qiao, Robert P. Dick
Hardware datasheets contain engineering specifications essential for component selection, system integration, and hardware compatibility verification. However, manual inspection is…
cs.AI2026
LLM-Driven, Datasheet-Aware Automated Hardware Compatibility Verification for Early-Stage, Pre-Schematic Embedded System Design
Haotian Qiao, Robert P. Dick
We present an LLM-driven, datasheet-aware framework for early-stage hardware compatibility verification that identifies documentation-level interface incompatibilities based on har…
cs.CL2026
ProWAFT: A ROMA-LPD Instance for Workload-Aware and Dynamic Fault Tolerance in FPGA-Based CNN Accelerators
Xinxin Chen, Haoran Qiao, Yiming Guo +3
SRAM-based FPGAs provide an attractive platform for energy- and latency-constrained CNN inference at the network edge, yet transient faults can lead to silent errors that compromis…