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Zijian Ding

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#artificial intelligence Preprint Sep 2026

Can Agents Design Better Chips with a Higher Level Abstraction?

Case studies show that HLS distills design knowledge into abstractions that agents can leverage, while RTL refinement recovers lower-level optimization opportunities, which make AHRR a promising workflow for agentic chip design.

Zijian Ding, Yang Zou, Yi-Zhou Sun et al. · 0 citations
Open access Aug 2026

How well do LLMs understand code?

SemBench is introduced, a novel benchmark consisting of 1000 diverse C programs sourced from the CodeParrot GitHub-code dataset, with 15,404 semantic questions spanning six basic but fundamental properties: dead code-statement, data dependency, function reachability, dominator, dead code-loop, and liveness.

Jade Xu, Ren-Liang Sun, Zijian Ding et al. · 0 citations

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