2 papers
cs.CV2026
CircuitSense: A Hierarchical MLLM Benchmark Bridging Visual Comprehension and Symbolic Reasoning in Engineering Design Process
Arman Akbari, Jian Gao, Yifei Zou +6
Engineering design operates through hierarchical abstraction from system specifications to component implementations, requiring visual understanding coupled with mathematical reaso…
cs.LG2025
ZeroSim: Zero-Shot Analog Circuit Evaluation with Unified Transformer Embeddings
Xiaomeng Yang, Jian Gao, Yanzhi Wang +1
Although recent advancements in learning-based analog circuit design automation have tackled tasks such as topology generation, device sizing, and layout synthesis, efficient perfo…