4 papers · 1 filter
Optimized Implementation of Neuromorphic HATS Algorithm on FPGA
Khushal Sethi, Manan Suri
In this paper, we present first-ever optimized hardware implementation of a state-of-the-art neuromorphic approach Histogram of Averaged Time Surfaces (HATS) algorithm to event-bas…
DRAGON (Differentiable Graph Execution) : A suite of Hardware Simulation and Optimization tools for Modern AI/Non-AI Workloads
Khushal Sethi
We introduce DRAGON, a fast and explainable hardware simulation and optimization toolchain that enables hardware architects to simulate hardware designs, and to optimize hardware d…
Efficient On-Chip Communication for Parallel Graph-Analytics on Spatial Architectures
Khushal Sethi
Large-scale graph processing has drawn great attention in recent years. Most of the modern-day datacenter workloads can be represented in the form of Graph Processing such as MapRe…
Design Space Exploration of Algorithmic Multi-Port Memories in High-Performance Application-Specific Accelerators
Khushal Sethi
Memory load/store instructions consume an important part in execution time and energy consumption in domain-specific accelerators. For designing highly parallel systems, available…