Online learning for adaptive optimization of heterogeneous SoCs. - Ganapati Bhat; Sumit K. Mandal; Ujjwal Gupta; Ümit Y. Ogras (ICCAD, 2018)

A Deep Q-Learning Approach for Dynamic Management of Heterogeneous Processors. - Ujjwal Gupta; Sumit K. Mandal; Manqing Mao; Chaitali Chakrabarti; Ümit Y. Ogras (IEEE Comput. Archit. Lett., 2019)

Analytical Performance Models for NoCs with Multiple Priority Traffic Classes. - Sumit K. Mandal; Raid Ayoub; Michael Kishinevsky; Ümit Y. Ogras (ACM Trans. Embed. Comput. Syst., 2019)

Dynamic Resource Management of Heterogeneous Mobile Platforms via Imitation Learning. - Sumit K. Mandal; Ganapati Bhat; Chetan Arvind Patil; Janardhan Rao Doppa; Partha Pratim Pande; Ümit Y. Ogras (IEEE Trans. Very Large Scale Integr. Syst., 2019)

Online Adaptive Learning for Runtime Resource Management of Heterogeneous SoCs. - Sumit K. Mandal; Ümit Y. Ogras; Janardhan Rao Doppa; Raid Zuhair Ayoub; Michael Kishinevsky; Partha Pratim Pande (DAC, 2020)

Performance Analysis of Priority-Aware NoCs with Deflection Routing under Traffic Congestion. - Sumit K. Mandal; Anish Krishnakumar; Raid Ayoub; Michael Kishinevsky; Ümit Y. Ogras (ICCAD, 2020)

Analytical modeling of NoCs for fast simulation and design exploration (invited). - Raid Ayoub; Michael Kishinevsky; Sumit K. Mandal; Ümit Y. Ogras (SLIP, 2020)

Determining Mechanical Stress Testing Parameters for FHE Designs with Low Computational Overhead. - Ganapati Bhat; Hang Gao; Sumit K. Mandal; Ümit Y. Ogras; Sule Ozev (IEEE Des. Test, 2020)

Interconnect-Aware Area and Energy Optimization for In-Memory Acceleration of DNNs. - Gokul Krishnan; Sumit K. Mandal; Chaitali Chakrabarti; Jae-sun Seo; Ümit Y. Ogras; Yu Cao 001 (IEEE Des. Test, 2020)

A Survey on Energy Management for Mobile and IoT Devices. - Sudeep Pasricha; Raid Ayoub; Michael Kishinevsky; Sumit K. Mandal; Ümit Y. Ogras (IEEE Des. Test, 2020)

A Latency-Optimized Reconfigurable NoC for In-Memory Acceleration of DNNs. - Sumit K. Mandal; Gokul Krishnan; Chaitali Chakrabarti; Jae-Sun Seo; Yu Cao 001; Ümit Y. Ogras (IEEE J. Emerg. Sel. Topics Circuits Syst., 2020)

Runtime Task Scheduling Using Imitation Learning for Heterogeneous Many-Core Systems. - Anish Krishnakumar; Samet E. Arda; A. Alper Goksoy; Sumit K. Mandal; Ümit Y. Ogras; Anderson L. Sartor; Radu Marculescu (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

An Energy-aware Online Learning Framework for Resource Management in Heterogeneous Platforms. - Sumit K. Mandal; Ganapati Bhat; Janardhan Rao Doppa; Partha Pratim Pande; Ümit Y. Ogras (ACM Trans. Design Autom. Electr. Syst., 2020)

System-Level Benchmarking of Chiplet-based IMC Architectures for Deep Neural Network Acceleration. - Gokul Krishnan; Sumit K. Mandal; Chaitali Chakrabarti; Jae-Sun Seo; Ümit Y. Ogras; Yu Cao 001 (ASICON, 2021)

Theoretical Analysis and Evaluation of NoCs with Weighted Round-Robin Arbitration. - Sumit K. Mandal; Jie Tong; Raid Ayoub; Michael Kishinevsky; Ahmed Abousamra; Ümit Y. Ogras (ICCAD, 2021)

Analytical Performance Modeling of NoCs under Priority Arbitration and Bursty Traffic. - Sumit K. Mandal; Raid Ayoub; Michael Kishinevsky; Mohammad M. Islam; Ümit Y. Ogras (IEEE Embed. Syst. Lett., 2021)

SIAM: Chiplet-based Scalable In-Memory Acceleration with Mesh for Deep Neural Networks. - Gokul Krishnan; Sumit K. Mandal; Manvitha Pannala; Chaitali Chakrabarti; Jae-Sun Seo; Ümit Y. Ogras; Yu Cao 001 (ACM Trans. Embed. Comput. Syst., 2021)

FLASH: Fast Neural Architecture Search with Hardware Optimization. - Guihong Li; Sumit K. Mandal; Ümit Y. Ogras; Radu Marculescu (ACM Trans. Embed. Comput. Syst., 2021)

Front-End Architecture Design for Low-Complexity 3-D Ultrasound Imaging Based on Synthetic Aperture Sequential Beamforming. - Jian Zhou 012; Sumit K. Mandal; Brendan L. West; Siyuan Wei; Ümit Y. Ogras; Oliver D. Kripfgans; J. Brian Fowlkes; Thomas F. Wenisch; Chaitali Chakrabarti (IEEE Trans. Very Large Scale Integr. Syst., 2021)

Big-Little Chiplets for In-Memory Acceleration of DNNs: A Scalable Heterogeneous Architecture. - Gokul Krishnan; A. Alper Goksoy; Sumit K. Mandal; Zhenyu Wang; Chaitali Chakrabarti; Jae-sun Seo; Ümit Y. Ogras; Yu Cao 001 (ICCAD, 2022)

Enabling Software-Defined RF Convergence with a Novel Coarse-Scale Heterogeneous Processor. - Daniel W. Bliss; Tutu Ajayi; Ali Akoglu; Ilkin Aliyev; Toygun Basaklar; Leul Belayneh; David T. Blaauw; John S. Brunhaver; Chaitali Chakrabarti; Liangliang Chang; Kuan-Yu Chen 001; Ming-Hung Chen; et al. (ISCAS, 2022)

COIN: Communication-Aware In-Memory Acceleration for Graph Convolutional Networks. - Sumit K. Mandal; Gokul Krishnan; A. Alper Goksoy; Gopikrishnan Ravindran Nair; Yu Cao 001; Ümit Y. Ogras (IEEE J. Emerg. Sel. Topics Circuits Syst., 2022)

Impact of On-chip Interconnect on In-memory Acceleration of Deep Neural Networks. - Gokul Krishnan; Sumit K. Mandal; Chaitali Chakrabarti; Jae-Sun Seo; Ümit Y. Ogras; Yu Cao 001 (ACM J. Emerg. Technol. Comput. Syst., 2022)

SWAP: A Server-Scale Communication-Aware Chiplet-Based Manycore PIM Accelerator. - Harsh Sharma; Sumit K. Mandal; Janardhan Rao Doppa; Ümit Y. Ogras; Partha Pratim Pande (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022)

Benchmarking Heterogeneous Integration with 2.5D/3D Interconnect Modeling. - Zhenyu Wang; Jingbo Sun; A. Alper Goksoy; Sumit K. Mandal; Jae-Sun Seo; Chaitali Chakrabarti; Ümit Y. Ogras; Vidya A. Chhabria; Yu Cao 001 (ASICON, 2023)

A Lightweight Congestion Control Technique for NoCs with Deflection Routing. - Shruti Yadav Narayana; Sumit K. Mandal; Raid Ayoub; Michael Kishinevsky; Ümit Y. Ogras (DATE, 2023)

Achieving Datacenter-scale Performance through Chiplet-based Manycore Architectures. - Harsh Sharma; Sumit K. Mandal; Janardhan Rao Doppa; Ümit Y. Ogras; Partha Pratim Pande (DATE, 2023)

Machine Learning-based Low Overhead Congestion Control Algorithm for Industrial NoCs. - Shruti Yadav Narayana; Sumit K. Mandal; Raid Ayoub; Michael Kishinevsky; Ümit Y. Ogras (CoRR, 2023)

CANNON: Communication-Aware Sparse Neural Network Optimization. - A. Alper Goksoy; Guihong Li; Sumit K. Mandal; Ümit Y. Ogras; Radu Marculescu (IEEE Trans. Emerg. Top. Comput., 2023)

Fast Performance Analysis for NoCs With Weighted Round-Robin Arbitration and Finite Buffers. - Sumit K. Mandal; Shruti Yadav Narayana; Raid Ayoub; Michael Kishinevsky; Ahmed Abousamra; Ümit Y. Ogras (IEEE Trans. Very Large Scale Integr. Syst., 2023)

Fast Analysis Using Finite Queuing Model for Multilayer NoCs. - Shruti Yadav Narayana; Sumit K. Mandal; Raid Ayoub; Mohammad M. Islam; Michael Kishinevsky; Ümit Y. Ogras (IEEE Des. Test, 2023)

ELEMENT: Energy-Efficient Multi-NoP Architecture for IMC-Based 2.5-D Accelerator for DNN Training. - K. Neethu; K. C. Sharin Shahana; Rekha K. James; John Jose; Sumit K. Mandal (IEEE Des. Test, 2023)

Exploiting 2.5D/3D Heterogeneous Integration for AI Computing. - Zhenyu Wang; Jingbo Sun; A. Alper Goksoy; Sumit K. Mandal; Yaotian Liu; Jae-Sun Seo; Chaitali Chakrabarti; Ümit Y. Ogras; Vidya A. Chhabria; Jeff Zhang 001; Yu Cao 001 (ASPDAC, 2024)

DISHA: Low-Energy Sparse Transformer at Edge for Outdoor Navigation for the Visually Impaired Individuals. - Praveen Nagil; Sumit K. Mandal (ISLPED, 2024)

HALO: Communication-Aware Heterogeneous 2.5-D System for Energy-Efficient LLM Execution at Edge. - Abhi Jaiswal; K. C. Sharin Shahana; Sujitha Ravichandran; K. Adarsh; H. Bharath Bhat; Biresh Kumar Joardar; Sumit K. Mandal (IEEE J. Emerg. Sel. Topics Circuits Syst., 2024)

CATALYSE: Communication-aware Task Mapping for DNNs on Multicore Systems at Edge. - Ankit Ahirwar; Sumit K. Mandal (COINS, 2025)

Acceleration of Large Language Models with Emerging Compute and Communication Technology. - K. C. Sharin Shahana; Sumit K. Mandal; Biresh Kumar Joardar (COINS, 2025)

Interconnect Performance Estimation for ML Accelerators via Lightweight Analytical Model. - Rahul Tripathy; Sumit K. Mandal (ISPASS, 2025)

HISIM: Analytical Performance Modeling and Design Space Exploration of 2.5D/3D Integration for AI Computing. - Zhenyu Wang; Pragnya Sudershan Nalla; Jingbo Sun; A. Alper Goksoy; Sumit K. Mandal; Jae-Sun Seo; Vidya A. Chhabria; Jeff Zhang 001; Chaitali Chakrabarti; Ümit Y. Ogras; Yu Cao 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2025)