Rekha Singhal

Publication Activity (10 Years)

Years Active: 2007-2024
Publications (10 Years): 76

Top Topics

Query Execution

Top Venues

ICPE (Companion)

Publications

Archisman Bhowmick, Mayank Mishra, Rekha Singhal
TASCA : Tool for Automatic SCalable Acceleration of ML pipelines✱. COMAD/CODS (2024)
Chetan Phalak, Dheeraj Chahal, Manju Ramesh, Rekha Singhal
Towards Geo-Distributed Training of ML Models in a Multi-Cloud Environment. ICPE (Companion) (2024)
Ravi Kumar Singh, Likhith Bandamudi, Shruti Kunde, Mayank Mishra, Rekha Singhal
Leftovers for LLaMA. ICPE (2024)
Vandan Gorade, Sparsh Mittal, Debesh Jha, Rekha Singhal, Ulas Bagci
Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation. CoRR (2024)
Rajat Bhattacharjya, Alish Kanani, Achanna Anil Kumar, Manoj Nambiar, M. Girish Chandra, Rekha Singhal
Ellora: Exploring Low-Power OFDM-based Radar Processors using Approximate Computing. LASCAS (2024)
Vishesh Mishra, Sparsh Mittal, Nirbhay Mishra, Rekha Singhal
Security Implications of Approximation: A Study of Trojan Attacks on Approximate Adders and Multipliers. VLSID (2024)
Likhith Bandamudi, Ravi Kumar Singh, Shruti Kunde, Mayank Mishra, Rekha Singhal
LLaMPS: Large Language Models Placement System. ICPE (Companion) (2024)
Kuldeep Singh, Chetan Phalak, Dheeraj Chahal, Shruti Kunde, Rekha Singhal
SuperArch: Optimal Architecture Design for Cloud Deployment. ICPE (Companion) (2024)
Aaditi Kapre, Shruti Kunde, Sparsh Mittal, Rekha Singhal
RAxC: Reflexivity-based Approximate Computing techniques for efficient remote sensing. BigData (2023)
Ananya Mantravadi, Dhruv Makwana, R. Sai Chandra Teja, Sparsh Mittal, Rekha Singhal
Dilated Involutional Pyramid Network (DInPNet): A Novel Model for Printed Circuit Board (PCB) Components Classification. ISQED (2023)
Shailesh Shankar Deshpande, Shruti Kunde, Ravi Singh, Chaman Banolia, Rekha Singhal, Balamurlidhar P.
DAFTA: Distributed Architecture for Fusion-Transformer training Acceleration. BiDEDE@SIGMOD (2023)
Onkar Susladkar, Dhruv Makwana, Gayatri Deshmukh, Sparsh Mittal, R. Sai Chandra Teja, Rekha Singhal
TPFNet: A Novel Text In-painting Transformer for Text Removal. ICDAR (6) (2023)
Chetan Phalak, Dheeraj Chahal, Manju Ramesh, Rekha Singhal
mSIRM: Cost-Efficient and SLO-aware ML Load Balancing on Fog and Multi-Cloud Network. FlexScience@HPDC (2023)
Varad Pimpalkhute, Shruti Kunde, Rekha Singhal
GEMS: Generating Efficient Meta-Subnets. WACV (2023)
Rajat Bhattacharjya, Alish Kanani, Achanna Anil Kumar, Manoj Nambiar, M. Girish Chandra, Rekha Singhal
Ellora: Exploring Low-Power OFDM-based Radar Processors using Approximate Computing. CoRR (2023)
Manju Ramesh, Dheeraj Chahal, Chetan Phalak, Rekha Singhal
Multi-Objective Workflow Scheduling to Serverless Architecture in a Multi-Cloud Environment. IC2E (2023)
Manju Ramesh, Dheeraj Chahal, Rekha Singhal
Multicloud Deployment of AI Workflows Using FaaS and Storage Services. COMSNETS (2023)
Vishesh Mishra, Sparsh Mittal, Neelofar Hassan, Rekha Singhal, Urbi Chatterjee
VADF: Versatile Approximate Data Formats for Energy-Efficient Computing. ACM Trans. Embed. Comput. Syst. 22 (5s) (2023)
Onkar Susladkar, Gayatri S. Deshmukh, Sparsh Mittal, R. Sai Chandra Teja, Rekha Singhal
LiBERTy: A Novel Model for Natural Language Understanding. AIMLSystems (2023)
Nupur Sumeet, Manoj Nambiar, Shreeyans Singh, Rekha Singhal
Demo Paper: Hetero-Vis Framework for Optimized Heterogeneous Deployment of Convolutional Neural Networks. AIMLSystems (2023)
Chetan Phalak, Dheeraj Chahal, Rekha Singhal
SIRM: Cost efficient and SLO aware ML prediction on Fog-Cloud Network. COMSNETS (2023)
Ashwin Krishnan, Manoj Nambiar, Rekha Singhal
Hetero-Rec++: Modelling-based Robust and Optimal Deployment of Embeddings Recommendations. AIMLSystems (2023)
Ratul Kishore Saha, Rekha Singhal, Manoj Nambiar
CAMOT: Content Aware Multi Object Tracking. AIMLSystems (2023)
Ravi Kumar Singh, Mayank Mishra, Rekha Singhal
Scalable High-Performance Architecture for Evolving Recommender System. EuroMLSys@EuroSys (2023)
Yash Khare, Kumud Lakara, Sparsh Mittal, Arvind Kaushik, Rekha Singhal
SpotOn: A Gradient-based Targeted Data Poisoning Attack on Deep Neural Networks. ISQED (2023)
Vishesh Mishra, Sparsh Mittal, Rekha Singhal, Manoj Nambiar
Novel, Configurable Approximate Floating-point Multipliers for Error-Resilient Applications. ISQED (2023)
Vandan Gorade, Sparsh Mittal, Rekha Singhal
PaCL: Patient-aware contrastive learning through metadata refinement for generalized early disease diagnosis. Comput. Biol. Medicine 167 (2023)
Ravi Kumar Singh, Mayank Mishra, Rekha Singhal
Accelerating Model Training: Performance Antipatterns Eliminator Framework. EuroMLSys@EuroSys (2023)
Onkar Susladkar, Gayatri Deshmukh, Dhruv Makwana, Sparsh Mittal, R. Sai Chandra Teja, Rekha Singhal
GAFNet: A Global Fourier Self Attention Based Novel Network for multi-modal downstream tasks. WACV (2023)
Chetan Phalak, Dheeraj Chahal, Aniruddha Sen, Mayank Mishra, Rekha Singhal
MAPLE: Model Aggregation and Prediction for Learned Ecosystem. ICPE (Companion) (2022)
Shruti Kunde, Sharod Roy Choudhury, Amey Pandit, Rekha Singhal
Learning-to-learn efficiently with self-learning. DEEM@SIGMOD (2022)
Chinmay Mahajan, Ashwin Krishnan, Manoj Nambiar, Rekha Singhal
Hetero-Rec: Optimal Deployment of Embeddings for High-Speed Recommendations. AIMLSystems (2022)
Dheeraj Chahal, Mayank Mishra, Surya Chaitanya Palepu, Ravi Kumar Singh, Rekha Singhal
Pay-as-you-Train: Efficient ways of Serverless Training. IC2E (2022)
Chetan Phalak, Mayank Mishra, Shruti Kunde, Rekha Singhal, Sana Iqbal
Metamodel driven acceleration of actor-based simulation. BiDEDE@SIGMOD (2022)
Onkar Susladkar, Dhruv Makwana, Gayatri Deshmukh, Sparsh Mittal, R. Sai Chandra Teja, Rekha Singhal
TPFNet: A Novel Text In-painting Transformer for Text Removal. CoRR (2022)
Dheeraj Chahal, Surya Chaitanya Palepu, Rekha Singhal
Scalable and Cost-effective Serverless Architecture for Information Extraction Workflows. HiPS@HPDC (2022)
Vishesh Mishra, Sparsh Mittal, Saurabh Singh, Divy Pandey, Rekha Singhal
MEGA-MAC: A Merged Accumulation based Approximate MAC Unit for Error Resilient Applications. ACM Great Lakes Symposium on VLSI (2022)
Varad Pimpalkhute, Shruti Kunde, Rekha Singhal, Surya Palepu, Dheeraj Chahal, Amey Pandit
MetaFaaS: learning-to-learn on serverless. BiDEDE@SIGMOD (2022)
Kavya Borra, Ashwin Krishnan, Harshad Khadilkar, Manoj Nambiar, Ansuma Basumatary, Rekha Singhal, Arijit Mukherjee
Performance improvement of reinforcement learning algorithms for online 3D bin packing using FPGA. AIMLSystems (2022)
Nupur Sumeet, Karan Rawat, Manoj Nambiar, Rekha Singhal
Hetero-Vis: A Framework for Latency Optimized Heterogeneous Deployment of Convolutional Neural Networks. Euro-Par Workshops (2022)
Surya Chaitanya Palepu, Dheeraj Chahal, Manju Ramesh, Rekha Singhal
Benchmarking the Data Layer Across Serverless Platforms. HiPS@HPDC (2022)
Shruti Kunde, Amey Pandit, Mayank Mishra, Rekha Singhal
Distributed training for accelerating metalearning algorithms. BiDEDE@SIGMOD (2021)
Varad Pimpalkhute, Amey Pandit, Mayank Mishra, Rekha Singhal
Accelerating Gradient-based Meta Learner. CoRR (2021)
Dheeraj Chahal, Mayank Mishra, Surya Palepu, Rekha Singhal
Performance and Cost Comparison of Cloud Services for Deep Learning Workload. ICPE (Companion) (2021)
Dheeraj Chahal, Surya Palepu, Mayank Mishra, Rekha Singhal
SLA-aware Workload Scheduling Using Hybrid Cloud Services. HiPS@HPDC (2021)
Shruti Kunde, Amey Pandit, Kushagra Mahajan, Monika Sharma, Rekha Singhal, Lovekesh Vig
Data-Efficient Training of High-Resolution Images in Medical Domain. ESANN (2021)
Dheeraj Chahal, Manju Ramesh, Ravi Ojha, Rekha Singhal
High Performance Serverless Architecture for Deep Learning Workflows. CCGRID (2021)
Tejas Dubhir, Mayank Mishra, Rekha Singhal
Benchmarking of Quantization Libraries in Popular Frameworks. IEEE BigData (2021)
Mayank Mishra, Rekha Singhal
RUSLI: Real-time Updatable Spline Learned Index. aiDM@SIGMOD (2021)
Piyush Manavar, Manoj Nambiar, Nupur Sumeet, Rekha Singhal, Sharod Choudhary, Amey Pandit
Experience with PCIe streaming on FPGA for high throughput ML inferencing. CoRR (2021)
Mayank Mishra, Rekha Singhal, Ravi Singh
Towards Accelerating Offline RL based Recommender Systems. AIMLSystems (2021)
Mayank Mishra, Archisman Bhowmick, Rekha Singhal
FASCA: Framework for Automatic Scalable Acceleration of ML Pipeline. IEEE BigData (2021)
Shruti Kunde, Amey Pandit, Rekha Singhal
Benchmarking performance of RaySGD and Horovod for big data applications. IEEE BigData (2020)
Rekha Singhal, Dheeraj Chahal, Shruti Kunde, Mayank Mishra, Manoj K. Nambiar
A Vision on Accelerating Enterprise IT System 2.0. DEEM@SIGMOD (2020)
Shruti Kunde, Mayank Mishra, Amey Pandit, Rekha Singhal, Manoj Karunakaran Nambiar, Gautam Shroff, Shashank Gupta
Recommending in changing times. RecSys (2020)
Todor Ivanov, Rekha Singhal
Tutorial on Benchmarking Big Data Analytics Systems. ICPE Companion (2020)
Dheeraj Chahal, Ravi Ojha, Manju Ramesh, Rekha Singhal
Migrating Large Deep Learning Models to Serverless Architecture. ISSRE Workshops (2020)
Rekha Singhal, Gautam Shroff, Mukund Kumar, Sharod Roy Choudhury, Sanket Kadarkar, Rupinder Virk, Siddharth Verma, Vartika Tewari
Fast Online "Next Best Offers" using Deep Learning. CoRR (2019)
Rekha Singhal, Nathan Zhang, Luigi Nardi, Muhammad Shahbaz, Kunle Olukotun
Polystore++: Accelerated Polystore System for Heterogeneous Workloads. ICDCS (2019)
Rekha Singhal, Gautam Shroff, Mukund Kumar, Sharod Roy Choudhury, Sanket Kadarkar, Rupinder Virk, Siddharth Verma, Vartika Tewari
Fast Online 'Next Best Offers' using Deep Learning. COMAD/CODS (2019)
Rekha Singhal, Yaqi Zhang, Jeffrey D. Ullman, Raghu Prabhakar, Kunle Olukotun
Efficient Multiway Hash Join on Reconfigurable Hardware. TPCTC (2019)
Kunle Olukotun, Raghu Prabhakar, Rekha Singhal, Jeffrey D. Ullman, Yaqi Zhang
Efficient Multiway Hash Join on Reconfigurable Hardware. CoRR (2019)
Rekha Singhal, Nathan Zhang, Luigi Nardi, Muhammad Shahbaz, Kunle Olukotun
Polystore++: Accelerated Polystore System for Heterogeneous Workloads. CoRR (2019)
Rekha Singhal, Chetan Phalak, Praveen Singh
SPARK Job Performance Analysis and Prediction Tool. ICPE Companion (2018)
Todor Ivanov, Rekha Singhal
ABench: Big Data Architecture Stack Benchmark. ICPE Companion (2018)
Shruti Kunde, Chetan Phalak, Rekha Singhal, Manoj K. Nambiar
ATA: Architecture-based technology advisor for functional application domains. SysCon (2018)
Rekha Singhal, Chetan Phalak
SQL Query Volume Performance Estimation Tool. ICPE (2017)
Rekha Singhal, Praveen Singh
Performance Assurance Model for Applications on SPARK Platform. TPCTC (2017)
Rekha Singhal, Shruti Kunde
Technology Migration Challenges in a Big Data Architecture Stack. ICPE (2017)
Manoj K. Nambiar, Ajay Kattepur, Gopal Bhaskaran, Rekha Singhal, Subhasri Duttagupta
Model Driven Software Performance Engineering: Current Challenges and Way Ahead. SIGMETRICS Perform. Evaluation Rev. 43 (4) (2016)
Rekha Singhal, Manoj K. Nambiar
Predicting SQL Query Execution Time for Large Data Volume. IDEAS (2016)
Chetan Phalak, Rekha Singhal, Tanmay Jhunjhunwala
Database Buffer Cache Simulator to Study and Predict Cache Behavior for Query Execution. DATA (2016)
Rekha Singhal, Abhishek Verma
Predicting Job Completion Time in Heterogeneous MapReduce Environments. IPDPS Workshops (2016)
Rekha Singhal
Tutorial on Challenges for Big Data Application Performance Tuning and Prediction. ICPE Companion (2016)
Amit Sangroya, Rekha Singhal
Performance Assurance Model for HiveQL on Large Data Volume. HiPC Workshops (2015)
Rekha Singhal, Dheeraj Chahal
PABS 2015: 1st Workshop on Performance Analysis of Big Data Systems. ICPE (2015)
Rekha Singhal, Manoj K. Nambiar, Harish Sukhwani, Kishor S. Trivedi
Performability Comparison of Lustre and HDFS for MR Applications. ISSRE Workshops (2014)
Rekha Singhal, Manoj K. Nambiar
Measurement Based Model to Study the Affect of Increase in Data Size on Database Query Response Time. Int. CMG Conference (2013)
Rekha Singhal
A Framework for Predicting Query Response Time. HPCC-ICESS (2012)
Rekha Singhal, Shreya Bokare, Prasad Pawar
Enterprise Storage Architecture for Optimal Business Continuity. DSDE (2010)
Rekha Singhal
A national public healthcare framework using grid. A2CWiC (2010)
Ranjana Singh, Rekha Singhal
On Use of Operation Semantics for Parallel iSCSI Protocol. SCSS (1) (2007)