High level performance model based design space exploration for energy-efficient designs on FPGAs. - Sanmukh R. Kuppannagari; Yusong Hu; Viktor K. Prasanna (IGCC, 2014)

Energy performance of FPGAs on PERFECT suite kernels. - Sanmukh R. Kuppannagari; Ren Chen; Andrea Sanny; Shreyas G. Singapura; Geoffrey Phi C. Tran; Shijie Zhou 001; Yusong Hu; Stephen P. Crago; Viktor K. Prasanna (HPEC, 2014)

Efficient Generation of Energy and Performance Pareto Front for FPGA Designs (Abstract Only). - Sanmukh R. Kuppannagari; Viktor K. Prasanna (FPGA, 2015)

Optimal Customer Targeting for Sustainable Demand Response in Smart Grids. - Sanmukh R. Kuppannagari; Rajgopal Kannan; Charalampos Chelmis; Arash Saber Tehrani; Viktor K. Prasanna (ICCS, 2016)

Implementation of Learning-Based Dynamic Demand Response on a Campus Micro-Grid. - Sanmukh R. Kuppannagari; Rajgopal Kannan; Charalampos Chelmis; Viktor K. Prasanna (IJCAI, 2016)

Optimal net-load balancing in smart grids with high PV penetration. - Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (BuildSys, 2017)

Risk aware net load balancing in micro grids with high DER penetration. - Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (ISGT, 2018)

NO-LESS: Near optimal curtailment strategy selection for net load balancing in micro grids. - Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (ISGT, 2018)

Generative Adversarial Network for Synthetic Time Series Data Generation in Smart Grids. - Chi Zhang 022; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (SmartGridComm, 2018)

Optimal Discrete Net-Load Balancing in Smart Grids with High PV Penetration. - Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (ACM Trans. Sens. Networks, 2018)

Towards Improved Real-Time Observability of Behind-Meter PhotoVoltaic Systems: A Data-Driven Approach. - Chung Ming Cheung; Sanmukh Rao Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (e-Energy, 2019)

Approximate Scheduling of DERs with Discrete Complex Injections. - Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (e-Energy, 2019)

Future Energy Systems Introduction. - Sanmukh R. Kuppannagari; Chayan Sarkar (HiPC Workshops, 2019)

IP Cores for Graph Kernels on FPGAs. - Sanmukh R. Kuppannagari; Rachit Rajat; Rajgopal Kannan; Aravind Dasu; Viktor K. Prasanna (HPEC, 2019)

A cooperative multi-agent deep reinforcement learning framework for real-time residential load scheduling. - Chi Zhang 022; Sanmukh R. Kuppannagari; Chuanxiu Xiong; Rajgopal Kannan; Viktor K. Prasanna (IoTDI, 2019)

Parallel Totally Induced Edge Sampling on FPGAs. - Akshit Goel; Sanmukh R. Kuppannagari; Yang Yang 111; Ajitesh Srivastava; Viktor K. Prasanna (PARCO, 2019)

Building HVAC Scheduling Using Reinforcement Learning via Neural Network Based Model Approximation. - Chi Zhang 022; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (BuildSys, 2019)

Crowdsourced Edge: A Novel Networking Paradigm for the Collaborative Community. - Stéphane Kuendig; Constantinos Marios Angelopoulos; Sanmukh R. Kuppannagari; José D. P. Rolim; Viktor K. Prasanna (DCOSS, 2020)

Accelerating Proximal Policy Optimization on CPU-FPGA Heterogeneous Platforms. - Yuan Meng 001; Sanmukh R. Kuppannagari; Viktor K. Prasanna (FCCM, 2020)

QTAccel: A Generic FPGA based Design for Q-Table based Reinforcement Learning Accelerators. - Rachit Rajat; Yuan Meng 001; Sanmukh R. Kuppannagari; Ajitesh Srivastava; Viktor K. Prasanna; Rajgopal Kannan (FPGA, 2020)

How to Efficiently Train Your AI Agent? Characterizing and Evaluating Deep Reinforcement Learning on Heterogeneous Platforms. - Yuan Meng 001; Yang Yang 111; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (HPEC, 2020)

A High Throughput Parallel Hash Table on FPGA using XOR-based Memory. - Ruizhi Zhang; Sasindu Wijeratne; Yang Yang 111; Sanmukh R. Kuppannagari; Viktor K. Prasanna (HPEC, 2020)

A High Throughput Parallel Hash Table Accelerator on HBM-enabled FPGAs. - Yang Yang 111; Sanmukh R. Kuppannagari; Viktor K. Prasanna (FPT, 2020)

Load Demand User Profiling in Smart Grids with Distributed Solar Generation. - Chung Ming Cheung; Sanmukh Rao Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (ISGT, 2020)

FASTHash: FPGA-Based High Throughput Parallel Hash Table. - Yang Yang 111; Sanmukh R. Kuppannagari; Ajitesh Srivastava; Rajgopal Kannan; Viktor K. Prasanna (ISC, 2020)

Maximum Entropy Model Rollouts: Fast Model Based Policy Optimization without Compounding Errors. - Chi Zhang 022; Sanmukh Rao Kuppannagari; Viktor K. Prasanna (CoRR, 2020)

BRAC+: Improved Behavior Regularized Actor Critic for Offline Reinforcement Learning. - Chi Zhang 022; Sanmukh R. Kuppannagari; Viktor K. Prasanna (ACML, 2021)

Spatio-Temporal Missing Data Imputation for Smart Power Grids. - Sanmukh R. Kuppannagari; Yao Fu; Chung Ming Cheung; Viktor K. Prasanna (e-Energy, 2021)

DYNAMAP: Dynamic Algorithm Mapping Framework for Low Latency CNN Inference. - Yuan Meng 001; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (FPGA, 2021)

FGYM: Toolkit for Benchmarking FPGA based Reinforcement Learning Algorithms. - Nathaniel Peura; Yuan Meng 001; Sanmukh R. Kuppannagari; Viktor K. Prasanna (FPL, 2021)

Performance Modeling and FPGA Acceleration of Homomorphic Encrypted Convolution. - Tian Ye 002; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (FPL, 2021)

Parallel Actors and Learners: A Framework for Generating Scalable RL Implementations. - Chi Zhang 022; Sanmukh Rao Kuppannagari; Viktor K. Prasanna (HiPC, 2021)

How to Avoid Zero-Spacing in Fractionally-Strided Convolution? A Hardware-Algorithm Co-Design Methodology. - Yuan Meng 001; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (HiPC, 2021)

Efficient Neighbor-Sampling-based GNN Training on CPU-FPGA Heterogeneous Platform. - Bingyi Zhang; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (HPEC, 2021)

Leveraging Spatial Information in Smart Grids using STGCN for Short-Term Load Forecasting. - Chung Ming Cheung; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (IC3, 2021)

FPGA Acceleration of Number Theoretic Transform. - Tian Ye 002; Yang Yang 111; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (ISC, 2021)

NTTGen: a framework for generating low latency NTT implementations on FPGA. - Yang Yang 111; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (CF, 2022)

FPGA Accelerator for Homomorphic Encrypted Sparse Convolutional Neural Network Inference. - Yang Yang 111; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (FCCM, 2022)

Bandwidth Efficient Homomorphic Encrypted Matrix Vector Multiplication Accelerator on FPGA. - Yang Yang 111; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (FPT, 2022)

Input Feature Pruning for Accelerating GNN Inference on Heterogeneous Platforms. - Jason Yik; Sanmukh R. Kuppannagari; Hanqing Zeng; Viktor K. Prasanna (HIPC, 2022)

End to End Framework for CNN Acceleration on FPGAs with Dynamic Algorithm Mapping. - Haomei Liu; Yuan Meng 001; Sanmukh Rao Kuppannagari; Viktor K. Prasanna (IC3, 2022)

Estimating the Impact of Communication Schemes for Distributed Graph Processing. - Tian Ye 002; Sanmukh R. Kuppannagari; César A. F. De Rose; Sasindu Wijeratne; Rajgopal Kannan; Viktor K. Prasanna (ISPDC, 2022)

PPOAccel: A High-Throughput Acceleration Framework for Proximal Policy Optimization. - Yuan Meng 001; Sanmukh R. Kuppannagari; Rajgopal Kannan; Viktor K. Prasanna (IEEE Trans. Parallel Distributed Syst., 2022)

Safe Building HVAC Control via Batch Reinforcement Learning. - Chi Zhang 022; Sanmukh Rao Kuppannagari; Viktor K. Prasanna (IEEE Trans. Sustain. Comput., 2022)

PARAG: PIM Architecture for Real-Time Acceleration of GCNs. - Gian Singh; Sanmukh R. Kuppannagari; Sarma B. K. Vrudhula (HiPC, 2023)

Behind-the-Meter Solar Generation Disaggregation at Varying Aggregation Levels Using Consumer Mixture Models. - Chung Ming Cheung; Sanmukh Rao Kuppannagari; Ajitesh Srivastava; Rajgopal Kannan; Viktor K. Prasanna (IEEE Trans. Sustain. Comput., 2023)