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Amortized Neural Optimization for Pre-Layout Signal Integrity Design Space Exploration using Differentiable Surrogates

Announce Type: cross Abstract: Pre-layout design space exploration (DSE) for high-speed signal integrity (SI) analysis is often limited by the computational cost of simulations and iterative optimization algorithms within modern electronic design automation (EDA) workflows. While machine learning surrogate models accelerate the simulation step, optimizing designs still requires utilizing iterative black-box search methods. This iterative nature scales poorly, making multi-corner sweeps...

arXiv CS 2d ago

MOSAIC: A Workload-Driven Simulation and Design-Space Exploration Framework for Heterogeneous NPUs

Announce Type: new Abstract: AI model architectures are diversifying rapidly. Although dense matrix multiplication underlies today's CNNs and transformers, emerging architectures (state-space models, long convolutions via the fast Fourier transform (FFT), Kolmogorov-Arnold networks, and spiking networks) are not multiply-accumulate (MAC) dominated; they spend much of their computation on vector and non-MAC primitives that homogeneous, MAC-centric neural processing units (NPUs) serve poorly....

arXiv CS 5d ago

MOSAIC: A Workload-Driven Simulation and Design-Space Exploration Framework for Heterogeneous NPUs

arXiv:2606.05362v2 Announce Type: replace Abstract: AI model architectures are diversifying rapidly. Although dense matrix multiplication underlies today's CNNs and transformers, emerging architectures (state-space models, long convolutions via the fast Fourier transform (FFT), Kolmogorov-Arnold networks, and spiking networks) are not multiply-accumulate (MAC) dominated; they spend much of their computation on vector and non-MAC primitives that homogeneous, MAC-centric neural processing...

arXiv CS 1d ago

TOSS SSC, Inter result 2026 out: Direct link to download marks memo here

TOSS SSC, Inter result 2026: The Telangana Open School Society (TOSS) has officially released the SSC (Class 10) and Intermediate (Class 12) Public examination have been formally announced on the official site at telanganaopenschool.org. Students who took part in the examinations can now view their results on the website and also download their marks memo.

Times of India 11d ago