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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 · 0 citations
#artificial intelligence Preprint Sep 2026

PlaceReasoner-Beta: Reasoning-Driven Macro Placement and Benchmarking

This work presents PlaceReasoner-Beta, a verifier-guided multi-agent framework that reformulates macro placement as a closed-loop reasoning problem rather than black-box optimization, demonstrating that reasoning over spatial structure under physical-design feedback can improve end-to-end layout quality beyond proxy-ob...

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

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