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Aman Arora

2 papers indexed

arxivcs.AR2026-07-27

VPR-Evolve: Multi-Agent-Driven Algorithm Evolution for FPGA Place and Route

Qihang Wu, Taizun Jafri, Aman Arora, Vidya A. Chhabria

CAD tools typically apply the same fixed, hand-designed algorithms across circuits with widely different structural and timing characteristics. A common way to specialize these one-size-fits-all flows to a target design is to tune the CAD tool's hyperparameters. However, hyperpar…

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arxivcs.ARcs.AI2026-07-16

NIFA: Nonlinear IMC enhanced FPGA for efficient ML inference

Jiajun Hu, Ruthwik Reddy Sunketa, Lei Zhao, Archit Gajjar, Luca Buonanno, Aman Arora

Recent FPGAs have improved deep learning (DL) inference efficiency through dedicated tensor blocks and in-BRAM computation. ReRAM-based analog in-memory computing (IMC) pushes efficiency further, offering an order-of-magnitude improvement in compute density and energy efficiency…

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