Avinash Karanth

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 38

Top Topics

Information Flow

Reinforcement Learning

High School Students

Top Venues

IEEE Trans. Computers

ACM Great Lakes Symposium on VLSI

Publications

Juliana Curry, Ahmed Louri, Avinash Karanth, Razvan C. Bunescu
PCM Enabled Low-Power Photonic Accelerator for Inference and Training on Edge Devices. IPDPS (Workshops) (2024)
Avinash Karanth
Editorial: EiC Farewell and Introduction of new EiC. IEEE Trans. Computers 73 (1) (2024)
Yuan Li, Ahmed Louri, Avinash Karanth
A High-Performance and Energy-Efficient Photonic Architecture for Multi-DNN Acceleration. IEEE Trans. Parallel Distributed Syst. 35 (1) (2024)
Siqin Liu, Prakash Chand Kuve, Avinash Karanth
HSCONN: Hardware-Software Co-Optimization of Self-Attention Neural Networks for Large Language Models. ACM Great Lakes Symposium on VLSI (2024)
Siqin Liu, Saumya Chauhan, Avinash Karanth
SNAC: Mitigation of Snoop-Based Attacks with Multi-Tier Security in NoC Architectures. ACM Great Lakes Symposium on VLSI (2024)
Siqin Liu, Avinash Karanth
SCORCH: Neural Architecture Search and Hardware Accelerator Co-design with Reinforcement Learning. ISQED (2024)
Garett Cunningham, Harsha Chenji, David Juedes, Avinash Karanth
d-GUARD: Thwarting Denial-of-Service Attacks via Hardware Monitoring of Information Flow using Language Semantics in Embedded Systems. ASPDAC (2024)
Garret Cunningham, Harsha Chenji, David Juedes, Gordon Stewart, Avinash Karanth
DAGGER: Exploiting Language Semantics for Program Security in Embedded Systems. ISQED (2023)
Kyle Shiflett, Avinash Karanth, Razvan C. Bunescu, Ahmed Louri
Flumen: Dynamic Processing in the Photonic Interconnect. ISCA (2023)
Chad Mourning, Harsha Chenji, Allyson Hallman-Thrasher, Savas Kaya, Nasseef Abukamail, David Juedes, Avinash Karanth
Reflections of Cybersecurity Workshop for K-12 Teachers. SIGCSE (1) (2023)
Quintin Fettes, Avinash Karanth, Razvan C. Bunescu, Brandon Beckwith, Sreenivas Subramoney
Reclaimer: A Reinforcement Learning Approach to Dynamic Resource Allocation for Cloud Microservices. CoRR (2023)
Yuan Li, Ahmed Louri, Avinash Karanth
A Silicon Photonic Multi-DNN Accelerator. PACT (2023)
Siqin Liu, Talha Furkan Canan, Harshavardhan Chenji, Soumyasanta Laha, Savas Kaya, Avinash Karanth
Exploiting Wireless Technology for Energy-Efficient Accelerators With Multiple Dataflows and Precision. IEEE Trans. Circuits Syst. I Regul. Pap. 69 (7) (2022)
Yuan Li, Ke Wang, Hao Zheng, Ahmed Louri, Avinash Karanth
Ascend: A Scalable and Energy-Efficient Deep Neural Network Accelerator With Photonic Interconnects. IEEE Trans. Circuits Syst. I Regul. Pap. 69 (7) (2022)
Yuan Li, Ahmed Louri, Avinash Karanth
SPRINT: A High-Performance, Energy-Efficient, and Scalable Chiplet-Based Accelerator With Photonic Interconnects for CNN Inference. IEEE Trans. Parallel Distributed Syst. 33 (10) (2022)
Padmaja Bhamidipati, Avinash Karanth
HREN: A Hybrid Reliable and Energy-Efficient Network-on-Chip Architecture. IEEE Trans. Emerg. Top. Comput. 10 (2) (2022)
Yuan Li, Ahmed Louri, Avinash Karanth
SPACX: Silicon Photonics-based Scalable Chiplet Accelerator for DNN Inference. HPCA (2022)
Chad Mourning, David Juedes, Allyson Hallman-Thrasher, Harsha Chenji, Savas Kaya, Avinash Karanth
Reflections of Cybersecurity Workshop for K-12 Teachers and High School Students. SIGCSE (2) (2022)
Siqin Liu, Avinash Karanth
Dynamic Voltage and Frequency Scaling to Improve Energy-Efficiency of Hardware Accelerators. HiPC (2021)
Jiajun Li, Ahmed Louri, Avinash Karanth, Razvan C. Bunescu
CSCNN: Algorithm-hardware Co-design for CNN Accelerators using Centrosymmetric Filters. HPCA (2021)
Yuan Li, Ahmed Louri, Avinash Karanth
Scaling Deep-Learning Inference with Chiplet-based Architecture and Photonic Interconnects. DAC (2021)
Jiajun Li, Ahmed Louri, Avinash Karanth, Razvan C. Bunescu
GCNAX: A Flexible and Energy-efficient Accelerator for Graph Convolutional Neural Networks. HPCA (2021)
Kyle Shiflett, Avinash Karanth, Ahmed Louri, Razvan C. Bunescu
Bitwise Neural Network Acceleration Using Silicon Photonics. ACM Great Lakes Symposium on VLSI (2021)
Siqin Liu, Sushanth Karmunchi, Avinash Karanth, Soumyasanta Laha, Savas Kaya
WiNN: Wireless Interconnect based Neural Network Accelerator. ICCD (2021)
Kyle Shiflett, Avinash Karanth, Razvan C. Bunescu, Ahmed Louri
Albireo: Energy-Efficient Acceleration of Convolutional Neural Networks via Silicon Photonics. ISCA (2021)
Quintin Fettes, Avinash Karanth, Razvan C. Bunescu, Ahmed Louri, Kyle Shiflett
Hardware-Level Thread Migration to Reduce On-Chip Data Movement Via Reinforcement Learning. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39 (11) (2020)
Xuehai Qian, Yanzhi Wang, Avinash Karanth
Guest Editors' Introduction to the Special Issue on Machine Learning Architectures and Accelerators. IEEE Trans. Computers 69 (7) (2020)
Kyle Shiflett, Dylan Wright, Avinash Karanth, Ahmed Louri
PIXEL: Photonic Neural Network Accelerator. HPCA (2020)
Mark Clark, Yingping Chen, Avinash Karanth, Dongsheng Brian Ma, Ahmed Louri
DozzNoC: Reducing Static and Dynamic Energy in NoCs with Low-latency Voltage Regulators using Machine Learning. IPDPS (2020)
Talha Furkan Canan, Savas Kaya, Avinash Karanth, Ahmed Louri
4-Input NAND and NOR Gates Based on Two Ambipolar Schottky Barrier FinFETs. ICECS (2020)
Talha Furkan Canan, Savas Kaya, Harsha Chenji, Avinash Karanth
Reconfigurable Gates with Sub-10nm Ambipolar SB-FinFETs for Logic Locking & Obfuscation. MWSCAS (2020)
Quintin Fettes, Mark Clark, Razvan C. Bunescu, Avinash Karanth, Ahmed Louri
Dynamic Voltage and Frequency Scaling in NoCs With Supervised and Reinforcement Learning Techniques. Computer 52 (9) (2019)
Ke Wang, Ahmed Louri, Avinash Karanth, Razvan C. Bunescu
IntelliNoC: a holistic design framework for energy-efficient and reliable on-chip communication for manycores. ISCA (2019)
Ke Wang, Ahmed Louri, Avinash Karanth, Razvan C. Bunescu
High-performance, Energy-efficient, Fault-tolerant Network-on-Chip Design Using Reinforcement Learnin. DATE (2019)
Ahmed Louri, Jacques Henri Collet, Avinash Karanth
Limit of Hardware Solutions for Self-Protecting Fault-Tolerant NoCs. ACM J. Emerg. Technol. Comput. Syst. 15 (1) (2019)
Quintin Fettes, Mark Clark, Razvan C. Bunescu, Avinash Karanth, Ahmed Louri
Dynamic Voltage and Frequency Scaling in NoCs with Supervised and Reinforcement Learning Techniques. IEEE Trans. Computers 68 (3) (2019)
Avinash Karanth, Savas Kaya, Md. Ashif I. Sikder, Daniel Carbaugh, Soumyasanta Laha, Dominic DiTomaso, Ahmed Louri, Hao Xin, JunQiang Wu
Sustainability in Network-on-Chips by Exploring Heterogeneity in Emerging Technologies. IEEE Trans. Sustain. Comput. 4 (3) (2019)
Padmaja Bhamidipati, Avinash Karanth
RETUNES: Reliable and Energy-Efficient Network-on-Chip Architecture. ICCD (2018)