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cs.AR2025
MAHL: Multi-Agent LLM-Guided Hierarchical Chiplet Design with Adaptive Debugging
Jinwei Tang, Jiayin Qin, Nuo Xu +5
As program workloads (e.g., AI) increase in size and algorithmic complexity, the primary challenge lies in their high dimensionality, encompassing computing cores, array sizes, and…
cs.LG2025
TROJAN-GUARD: Hardware Trojans Detection Using GNN in RTL Designs
Kiran Thorat, Amit Hasan, Caiwen Ding +1
Chip manufacturing is a complex process, and to achieve a faster time to market, an increasing number of untrusted third-party tools and designs from around the world are being uti…
cs.AR2025
HDLxGraph: Bridging Large Language Models and HDL Repositories via HDL Graph Databases
Pingqing Zheng, Jiayin Qin, Fuqi Zhang +7
Retrieval Augmented Generation (RAG) is an essential agent for Large Language Model (LLM) aided Description Language (HDL) tasks, addressing the challenges of limited training data…