Author

Yi-Hui Ren

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Aug 2026

Accuracy-Efficiency Trade-offs of Temporal Enrichment in Spiking Neural Networks

Spiking neural networks (SNNs) promise energyefficient temporal processing, but the choice of neuron model affects both task accuracy and hardware cost. We compare three mechanisms for enriching temporal processing in SNNs- heterogeneity, adaptation, and synaptic delays-on auditory benchmarks (SHD, SSC) under controlle...

Soumyajit Mandal, Yi-Hui Ren, Vishal Saxena · Midwest Symposium on Circuit... · 0 citations

#artificial intelligence Preprint Sep 2026

PlaceReasoner-Beta: Reasoning-Driven Macro Placement and Benchmarking

Automated macro placement remains a fundamental challenge in VLSI physical design. Despite decades of research, existing approaches predominantly optimize hand-crafted proxy objectives, such as estimated wirelength, and typically produce placements through one-shot numerical optimization, limiting their ability to inco...

Qiufeng Li, Cheng-Xuan Wang, Rong-Qian Chen et al. · 0 citations