7 citations · 12 across the 11 of their papers we have counts for
6 papers · 1 filter
HPCNeuroNet: A Neuromorphic Approach Merging SNN Temporal Dynamics with Transformer Attention for FPGA-based Particle Physics
Murat Isik, Hiruna Vishwamith, Jonathan Naoukin +1
This paper presents the innovative HPCNeuroNet model, a pioneering fusion of Spiking Neural Networks (SNNs), Transformers, and high-performance computing tailored for particle phys…
Multimodal LLM for Intelligent Transportation Systems
Dexter Le, Aybars Yunusoglu, Karn Tiwari +2
In the evolving landscape of transportation systems, integrating Large Language Models (LLMs) offers a promising frontier for advancing intelligent decision-making across various a…
NeuroVM: Dynamic Neuromorphic Hardware Virtualization
Murat Isik, Jonathan Naoukin, I. Can Dikmen
This paper introduces a novel approach in neuromorphic computing, integrating heterogeneous hardware nodes into a unified, massively parallel architecture. Our system transcends tr…
Accelerating Sensor Fusion in Neuromorphic Computing: A Case Study on Loihi-2
Murat Isik, Karn Tiwari, Muhammed Burak Eryilmaz +1
In our study, we utilized Intel's Loihi-2 neuromorphic chip to enhance sensor fusion in fields like robotics and autonomous systems, focusing on datasets such as AIODrive, Oxford R…
Exploring Liquid Neural Networks on Loihi-2
Wiktoria Agata Pawlak, Murat Isik, Dexter Le +1
This study investigates the realm of liquid neural networks (LNNs) and their deployment on neuromorphic hardware platforms. It provides an in-depth analysis of Liquid State Machine…
NEUROSEC: FPGA-Based Neuromorphic Audio Security
Murat Isik, Hiruna Vishwamith, Yusuf Sur +2
Neuromorphic systems, inspired by the complexity and functionality of the human brain, have gained interest in academic and industrial attention due to their unparalleled potential…