Souvik Kundu
- GEAR: An Efficient KV Cache Compression Recipe for Near-Lossless Generative Inference of LLM
2024/03/08 by Hao Kang, Kang, Hao, Qingru Zhang +11 · 23 citations
Computer Science · #Advanced Data Storage Technologies #Algorithms and Data Compression #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Packet Processing and Optimization
- HIRE-SNN: Harnessing the Inherent Robustness of Energy-Efficient Deep\n Spiking Neural Networks by Training with Crafted Input Noise
2021/10/06 by Souvik Kundu, Massoud Pedram, Kundu, Souvik +3 · 10 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices
- Understanding the Performance and Estimating the Cost of LLM Fine-Tuning
2024/08/08 by Yuchen Xia, Xia, Yuchen, J. Kim +11 · 15 citations
Computer Science · Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Iterative Learning Control Systems #Machine Learning (cs.LG) #Simulation Techniques and Applications
- ShiftAddLLM: Accelerating Pretrained LLMs via Post-Training Multiplication-Less Reparameterization
2024/06/10 by Haoran You, Yipin Guo, You, Haoran +15 · 11 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Handwritten Text Recognition Techniques #Machine Learning (cs.LG) #Mathematics, Computing, and Information Processing #Natural Language Processing Techniques
- GenBFA: An Evolutionary Optimization Approach to Bit-Flip Attacks on LLMs
2024/11/21 by Sanjay Das, Das, Sanjay, Souvik Kundu +10 · 12 citations
Computer Science · #Advanced Malware Detection Techniques #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection #Security and Verification in Computing
- Self-Attentive Pooling for Efficient Deep Learning
2022/09/16 by Fang Chen, Gourav Datta, Chen, Fang +5 · 4 citations
Computer Science · #Advanced Neural Network Applications #Image Enhancement Techniques #Domain Adaptation and Few-Shot Learning
- CITER: Collaborative Inference for Efficient Large Language Model Decoding with Token-Level Routing
2025/02/04 by Wenhao Zheng, Yixiao Chen, Zheng, Wenhao +15 · 10 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Performance (cs.PF) #Topic Modeling
- Fusing Models with Complementary Expertise
2023/10/02 by Hongyi Wang, Wang, Hongyi, Felipe Maia Polo +9 · 5 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Multimodal Machine Learning Applications #Topic Modeling
- Hybrid Ranking Network for Text-to-SQL
2020/08/11 by Qin Lyu, Lyu, Qin, Kaushik Chakrabarti +9 · 4 citations
Computer Science · #Computation and Language (cs.CL) #Data Management and Algorithms #FOS: Computer and information sciences #Topic Modeling #Web Data Mining and Analysis
- Learning to Linearize Deep Neural Networks for Secure and Efficient Private Inference
2023/01/23 by Souvik Kundu, Shunlin Lu, Kundu, Souvik +7 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Pipeline Parallelism for Inference on Heterogeneous Edge Computing
2021/10/28 by Yang Hu, Hu, Yang, Connor Imes +11 · 2 citations
Computer Science · #Advanced Neural Network Applications #Distributed #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- AFLoRA: Adaptive Freezing of Low Rank Adaptation in Parameter Efficient Fine-Tuning of Large Models
2024/03/20 by Zeyu Liu, Liu, Zeyu, Souvik Kundu +9 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Neural Networks and Applications
- NeRFool: Uncovering the Vulnerability of Generalizable Neural Radiance Fields against Adversarial Perturbations
2023/06/10 by Yonggan Fu, Fu, Yonggan, Ye Yuan +9 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications #Generative Adversarial Networks and Image Synthesis
- CLAMP-ViT: Contrastive Data-Free Learning for Adaptive Post-Training Quantization of ViTs
2024/07/07 by Akshat Ramachandran, Souvik Kundu, Ramachandran, Akshat +3 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning and ELM #electronic engineering #information engineering
- Demystifying AI Platform Design for Distributed Inference of Next-Generation LLM models
2024/06/03 by Abhimanyu Rajeshkumar Bambhaniya, Bambhaniya, Abhimanyu, R. Jeberson Retna Raj +14 · 2 citations
Business, Management and Accounting · Computer Science · Social Sciences · #Access Control and Trust #Artificial Intelligence (cs.AI) #Business Process Modeling and Analysis #Digital Rights Management and Security #Distributed #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- HYPER-SNN: Towards Energy-efficient Quantized Deep Spiking Neural Networks for Hyperspectral Image Classification
2021/07/26 by Gourav Datta, Datta, Gourav, Souvik Kundu +5 · 1 citation
Engineering · #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE) #Remote-Sensing Image Classification
- Understanding of Emotion Perception from Art
2021/10/13 by Digbalay Bose, Bose, Digbalay, Krishna Somandepalli +9 · 1 citation
Computer Science · Neuroscience · #Multimodal Machine Learning Applications #Aesthetic Perception and Analysis #Generative Adversarial Networks and Image Synthesis
- Etalon: Holistic Performance Evaluation Framework for LLM Inference Systems
2024/07/09 by Amey Agrawal, Agrawal, Amey, Anmol Agarwal +13 · 2 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Data Mining Algorithms and Applications #Data Quality and Management #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Semantic Web and Ontologies #and Cluster Computing (cs.DC)
- MoDM: Efficient Serving for Image Generation via Mixture-of-Diffusion Models
2025/03/15 by Yuchen Xia, Divyam Sharma, Xia, Yuchen +6 · 4 citations
Computer Science · #Computer Graphics and Visualization Techniques #Generative Adversarial Networks and Image Synthesis #Image Enhancement Techniques
- Memristors Enabled Computing Correlation Parameter In-Memory System: A Potential Alternative to Von Neumann Architecture
2022/04/07 by Souvik Kundu, Priyanka B. Ganganaik, Jeffry Louis +2 · 1 citation
Engineering · Neuroscience · #Advanced Memory and Neural Computing #Ferroelectric and Negative Capacitance Devices #Neural dynamics and brain function
- Fast and Cost-effective Speculative Edge-Cloud Decoding with Early Exits
2025/05/27 by Yeshwanth Venkatesha, Venkatesha, Yeshwanth, Souvik Kundu +3 · 6 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Parallel #Robotics (cs.RO) #Robotics and Automated Systems #and Cluster Computing (cs.DC)
- Sparse Mixture Once-for-all Adversarial Training for Efficient In-Situ Trade-Off Between Accuracy and Robustness of DNNs
2022/12/27 by Souvik Kundu, Sairam Sundaresan, Kundu, Souvik +9 · 1 citation
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Integrated Circuits and Semiconductor Failure Analysis
- Towards Understanding, Analyzing, and Optimizing Agentic AI Execution: A CPU-Centric Perspective
2025/11/01 by Ritik Raj, Souvik Kundu, Raj, Ritik +5 · 1 voice
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #cs.AI #cs.LG #cs.MA
- P2M-DeTrack: Processing-in-Pixel-in-Memory for Energy-efficient and Real-Time Multi-Object Detection and Tracking
2022/05/28 by Gourav Datta, Souvik Kundu, Datta, Gourav +25 · 1 citation
Engineering · Computer Science · #CCD and CMOS Imaging Sensors #Advanced Neural Network Applications #Advanced Memory and Neural Computing
- Making Models Shallow Again: Jointly Learning to Reduce Non-Linearity and Depth for Latency-Efficient Private Inference
2023/04/26 by Souvik Kundu, Yuke Zhang, Kundu, Souvik +5 · 1 citation
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Junk DNA Hypothesis: Pruning Small Pre-Trained Weights Irreversibly and Monotonically Impairs "Difficult" Downstream Tasks in LLMs
2023/09/29 by Lu Yin, Ajay Jaiswal, Yin, Lu +7 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Topic Modeling
- InstaTune: Instantaneous Neural Architecture Search During Fine-Tuning
2023/08/29 by Sharath Nittur Sridhar, Sridhar, Sharath Nittur, Souvik Kundu +7 · 1 citation
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- On Evaluating Performance of LLM Inference Serving Systems
2025/07/11 by Amey Agrawal, Agrawal, Amey, Nitin Kedia +13 · 3 citations
Computer Science · #Service-Oriented Architecture and Web Services #Distributed and Parallel Computing Systems
- TRACE-ROUTER: Task-Consistent and Adaptive Online Routing for Agentic AI
2026/07/24 by Ritik Raj, Souvik Kundu, Sarbartha Banerjee +3
#cs.AI #cs.LG #cs.MA
- Retrieval-Augmented Interpretable Learning: Towards Task-Specific Zero-Shot Models in Healthcare
2026/07/20 by Sazan Mahbub, Caleb Ellington, Zhiyuan Li +4
#cs.LG #cs.AI