Gopalakrishnan Srinivasan

41 papers A* 3A 4B 5Misc 2Journal 27

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	SPOILER-GUARD: Gating Latency Effects of Memory Accesses through Randomized Dependency Prediction. CoRR Gayathri Subramanian, Girinath P, Nitya Ranganathan, Kamakoti Veezhinathan, Gopalakrishnan Srinivasan
2025	J	`jnl`	NeuroFlex: Column-Exact ANN-SNN Co-Execution Accelerator with Cost-Guided Scheduling. CoRR Varun Manjunath, Pranav Ramesh, Gopalakrishnan Srinivasan
2025	J	`jnl`	PASCAL: Precise and Efficient ANN- SNN Conversion using Spike Accumulation and Adaptive Layerwise Activation. CoRR Pranav Ramesh, Gopalakrishnan Srinivasan
2025	J	`jnl`	PASCAL: Precise and Efficient ANN- SNN Conversion using Spike Accumulation and Adaptive Layerwise Activation. Trans. Mach. Learn. Res. Pranav Ramesh, Gopalakrishnan Srinivasan
2025	A	`conf`	QuAKE: Speeding up Model Inference Using Quick and Approximate Kernels for Exponential Non-Linearities. ISLPED Sai Kiran Narayanaswami, Gopalakrishnan Srinivasan, Balaraman Ravindran
2025	J	`jnl`	Scaling Equilibrium Propagation to Deeper Neural Network Architectures. CoRR Sankar Vinayak. E. P, Gopalakrishnan Srinivasan
2025	J	`jnl`	ShishuLM: Lightweight Language Model with Hybrid Decoder-MLP Architecture and Paired Weight Sharing. CoRR Shivanshu Kumar, Gopalakrishnan Srinivasan
2025	J	`jnl`	The Easy Path to Robustness: Coreset Selection using Sample Hardness. CoRR Pranav Ramesh, Arjun Roy, Deepak Ravikumar, Kaushik Roy, Gopalakrishnan Srinivasan
2024	J	`jnl`	QuAKE: Speeding up Model Inference Using Quick and Approximate Kernels for Exponential Non-Linearities. CoRR Sai Kiran Narayanaswami, Gopalakrishnan Srinivasan, Balaraman Ravindran
2021	A	`conf`	Complexity-aware Adaptive Training and Inference for Edge-Cloud Distributed AI Systems. ICDCS Yinghan Long, Indranil Chakraborty, Gopalakrishnan Srinivasan, Kaushik Roy
2021	J	`jnl`	Complexity-aware Adaptive Training and Inference for Edge-Cloud Distributed AI Systems. CoRR Yinghan Long, Indranil Chakraborty, Gopalakrishnan Srinivasan, Kaushik Roy
2020	A*	`conf`	Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation. ICLR Nitin Rathi, Gopalakrishnan Srinivasan, Priyadarshini Panda, Kaushik Roy
2020	J	`jnl`	Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation. CoRR Nitin Rathi, Gopalakrishnan Srinivasan, Priyadarshini Panda, Kaushik Roy
2020	B	`conf`	Enabling Homeostasis using Temporal Decay Mechanisms in Spiking CNNs Trained with Unsupervised Spike Timing Dependent Plasticity. IJCNN Krishna Reddy Kesari, Priyadarshini Panda, Gopalakrishnan Srinivasan, Kaushik Roy
2020	J	`jnl`	Explicitly Trained Spiking Sparsity in Spiking Neural Networks with Backpropagation. CoRR Jason M. Allred, Steven J. Spencer, Gopalakrishnan Srinivasan, Kaushik Roy
2020	B	`conf`	Pruning Filters while Training for Efficiently Optimizing Deep Learning Networks. IJCNN Sourjya Roy, Priyadarshini Panda, Gopalakrishnan Srinivasan, Anand Raghunathan
2020	J	`jnl`	Pruning Filters while Training for Efficiently Optimizing Deep Learning Networks. CoRR Sourjya Roy, Priyadarshini Panda, Gopalakrishnan Srinivasan, Anand Raghunathan
2020	A*	`conf`	RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network. CVPR Bing Han, Gopalakrishnan Srinivasan, Kaushik Roy
2020	J	`jnl`	RMP-SNNs: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Networks. CoRR Bing Han, Gopalakrishnan Srinivasan, Kaushik Roy
2020	J	`jnl`	Revisiting Stochastic Computing in the Era of Nanoscale Nonvolatile Technologies. IEEE Trans. Very Large Scale Integr. Syst. Amogh Agrawal, Indranil Chakraborty, Deboleena Roy, Utkarsh Saxena, Saima Sharmin, Minsuk Koo, Yong Shim, Gopalakrishnan Srinivasan, Chamika M. Liyanagedera, Abhronil Sengupta, Kaushik Roy
2020	Misc	`conf`	Training Deep Spiking Neural Networks for Energy-Efficient Neuromorphic Computing. ICASSP Gopalakrishnan Srinivasan, Chankyu Lee, Abhronil Sengupta, Priyadarshini Panda, Syed Shakib Sarwar, Kaushik Roy
2020	J	`jnl`	sBSNN: Stochastic-Bits Enabled Binary Spiking Neural Network With On-Chip Learning for Energy Efficient Neuromorphic Computing at the Edge. IEEE Trans. Circuits Syst. I Regul. Pap. Minsuk Koo, Gopalakrishnan Srinivasan, Yong Shim, Kaushik Roy
2020	J	`jnl`	sBSNN: Stochastic-Bits Enabled Binary Spiking Neural Network with On-Chip Learning for Energy Efficient Neuromorphic Computing at the Edge. CoRR Minsuk Koo, Gopalakrishnan Srinivasan, Yong Shim, Kaushik Roy
2019	J	`jnl`	Deep Spiking Convolutional Neural Network Trained With Unsupervised Spike-Timing-Dependent Plasticity. IEEE Trans. Cogn. Dev. Syst. Chankyu Lee, Gopalakrishnan Srinivasan, Priyadarshini Panda, Kaushik Roy
2019	B	`conf`	Neural Networks at the Edge. SMARTCOMP Deboleena Roy, Gopalakrishnan Srinivasan, Priyadarshini Panda, Richard Tomsett, Nirmit Desai, Raghu K. Ganti, Kaushik Roy
2019	J	`jnl`	ReStoCNet: Residual Stochastic Binary Convolutional Spiking Neural Network for Memory-Efficient Neuromorphic Computing. CoRR Gopalakrishnan Srinivasan, Kaushik Roy
2019	J	`jnl`	Reinforcement Learning with Low-Complexity Liquid State Machines. CoRR Wachirawit Ponghiran, Gopalakrishnan Srinivasan, Kaushik Roy
2019	J	`jnl`	Structured Learning for Action Recognition in Videos. IEEE J. Emerg. Sel. Topics Circuits Syst. Yinghan Long, Gopalakrishnan Srinivasan, Priyadarshini Panda, Kaushik Roy
2019	J	`jnl`	Xcel-RAM: Accelerating Binary Neural Networks in High-Throughput SRAM Compute Arrays. IEEE Trans. Circuits Syst. I Regul. Pap. Amogh Agrawal, Akhilesh Jaiswal, Deboleena Roy, Bing Han, Gopalakrishnan Srinivasan, Aayush Ankit, Kaushik Roy
2018	J	`jnl`	Energy Efficient Neural Computing: A Study of Cross-Layer Approximations. IEEE J. Emerg. Sel. Topics Circuits Syst. Syed Shakib Sarwar, Gopalakrishnan Srinivasan, Bing Han, Parami Wijesinghe, Akhilesh Jaiswal, Priyadarshini Panda, Anand Raghunathan, Kaushik Roy
2018	J	`jnl`	STDP-based Unsupervised Feature Learning using Convolution-over-time in Spiking Neural Networks for Energy-Efficient Neuromorphic Computing. ACM J. Emerg. Technol. Comput. Syst. Gopalakrishnan Srinivasan, Priyadarshini Panda, Kaushik Roy
2018	J	`jnl`	Xcel-RAM: Accelerating Binary Neural Networks in High-Throughput SRAM Compute Arrays. CoRR Amogh Agrawal, Akhilesh Jaiswal, Bing Han, Gopalakrishnan Srinivasan, Kaushik Roy
2017	J	`jnl`	Convolutional Spike Timing Dependent Plasticity based Feature Learning in Spiking Neural Networks. CoRR Priyadarshini Panda, Gopalakrishnan Srinivasan, Kaushik Roy
2017	B	`conf`	EnsembleSNN: Distributed assistive STDP learning for energy-efficient recognition in spiking neural networks. IJCNN Priyadarshini Panda, Gopalakrishnan Srinivasan, Kaushik Roy
2017	A	`conf`	Magnetic tunnel junction enabled all-spin stochastic spiking neural network. DATE Gopalakrishnan Srinivasan, Abhronil Sengupta, Kaushik Roy
2017	B	`conf`	Spike timing dependent plasticity based enhanced self-learning for efficient pattern recognition in spiking neural networks. IJCNN Gopalakrishnan Srinivasan, Sourjya Roy, Vijay Raghunathan, Kaushik Roy
2016	A*	`conf`	Invited - Cross-layer approximations for neuromorphic computing: from devices to circuits and systems. DAC Priyadarshini Panda, Abhronil Sengupta, Syed Shakib Sarwar, Gopalakrishnan Srinivasan, Swagath Venkataramani, Anand Raghunathan, Kaushik Roy
2016	J	`jnl`	Proposal for a Leaky-Integrate-Fire Spiking Neuron based on Magneto-Electric Switching of Ferro-magnets. CoRR Akhilesh Jaiswal, Sourjya Roy, Gopalakrishnan Srinivasan, Kaushik Roy
2016	J	`jnl`	Significance Driven Hybrid 8T-6T SRAM for Energy-Efficient Synaptic Storage in Artificial Neural Networks. CoRR Gopalakrishnan Srinivasan, Parami Wijesinghe, Syed Shakib Sarwar, Akhilesh Jaiswal, Kaushik Roy
2016	A	`conf`	Significance driven hybrid 8T-6T SRAM for energy-efficient synaptic storage in artificial neural networks. DATE Gopalakrishnan Srinivasan, Parami Wijesinghe, Syed Shakib Sarwar, Akhilesh Jaiswal, Kaushik Roy
2005	Misc	`conf`	Multiscale Finite Element Modeling of the Coupled Nonlinear Dynamics of Magnetostrictive Composite Thin Film. International Conference on Computational Science (3) D. Roy Mahapatra, Debi Prasad Ghosh, Gopalakrishnan Srinivasan