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Riya Samanta

Observed name: Samanta, Riya
ORCID: 0000-0002-8156-7636
Observed ORCID: 0000-0002-8156-7636
OpenAlex ID: A5007275730
Personalized Human Activity Recognition: Real-Time On-Device Training and Inference
2024 · Bidyut Saha, Riya Samanta, et al. · IEEE Consumer Electronics Magazine · 28
BandX : An Intelligent IoT-band for Human Activity Recognition based on TinyML
2023 · Bidyut Saha, Riya Samanta, et al. · International Conference on Distributed Computing and Networking (ICDCN) · 20
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TinyML-On-The-Fly: Real-Time Low-Power and Low-Cost MCU-Embedded On-Device Computer Vision for Aerial Image Classification
2024 · Riya Samanta, Bidyut Saha, et al. · IEEE Space, Aerospace and Defence Conference (SPACE) · 15
TinyTNAS: Time-Bound, GPU-Independent Hardware-Aware Neural Architecture Search for TinyML Time-Series Classification
2025 · Bidyut Saha, Riya Samanta, et al. · IEEE Embedded Systems Letters · 14
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TinyML-Driven On-Device Personalized Human Activity Recognition and Auto-Deployment to Smart Bands
2023 · Bidyut Saha, Riya Samanta, et al. · International Conference on AI-ML Systems (AIMLSystems) · 12
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From Wrist to World: Harnessing Wearable IMU Sensors and TinyML to Enable Smart Environment Interactions
2023 · Bidyut Saha, Riya Samanta, et al. · International Conference on AI-ML Systems (AIMLSystems) · 12
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SWill-TAC: Skill-oriented Dynamic Task Allocation with Willingness for Complex Job in Crowdsourcing
2021 · Riya Samanta, Soumya K. Ghosh, et al. · Globecom · 10
LeafSense: A Portable, Low-Cost, Low-Power Plant Disease Diagnostic Device Using TinyML
2024 · Riya Samanta, Bidyut Saha, et al. · International Conference on AI-ML Systems (AIMLSystems) · 9
Optimizing TinyML: The Impact of Reduced Data Acquisition Rates for Time Series Classification on Microcontrollers
2024 · Samanta, Riya, Saha, Bidyut, et al. · arXiv (Cornell University) · 9
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Edge AI and TinyML for Resource-Constrained Agriculture: Hardware Platforms, Model Optimization, and Deployment Strategies
2026 · Samanta, Riya, Saha, Bidyut, et al. · arXiv (Cornell University) · 8
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A Low-Power Low-cost System for Disaster Locations Detection using ESP32 CAM and TinyML
2025 · Riya Samanta, Bidyut Saha, et al. · International Conference on Communication Systems & Networks (COMSNETS) · 7
SoSTA: Skill-Oriented Stable Task Assignment With Bidirectional Preferences in Crowdsourcing
2025 · Riya Samanta, Soumya K. Ghosh, et al. · IEEE Transactions on Emerging Topics in Computing · 6
TinyML-Powered Gesture Wizardry: Low-Cost, Low-Power Two-Stage CNN for Static Hand Gesture Classification on MCU in Appliance Control
2024 · Bidyut Saha, Riya Samanta, et al. · International Conference on AI-ML Systems (AIMLSystems) · 4
Empowering Volunteer Crowdsourcing Services: A Serverless-assisted, Skill and Willingness Aware Task Assignment Approach for Amicable Volunteer Involvement
2024 · Samanta, Riya, Sethi, Biswajeet, et al. · arXiv (Cornell University) · 4
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Scalable Skill-oriented Task Allocation in Crowdsourcing within a Serverless Ecosystem
2023 · Biswajeet Sethi, Riya Samanta, et al. · International Conference on Distributed Computing and Networking (ICDCN) · 4
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Volunteer Selection in Collaborative Crowdsourcing with Adaptive Common Working Time Slots
2022 · Riya Samanta, Vaibhav Saxena, et al. · Globecom · 4
Eyes on You: TinyML-Powered On-Device Face Tracking for Low-Cost, Low-Power, Secure MCU Environments
2025 · Riya Samanta, Bidyut Saha, et al. · International Conference on Communication Systems & Networks (COMSNETS) · 3
FogiRecruiter: A fog‐enabled selection mechanism of crowdsourcing for disaster management
2022 · Riya Samanta, Soumya K. Ghosh · Concurrency and Computation Practice and Experience · 3
Node localization for indoor tracking using artificial neural network
2018 · Riya Samanta, Chandni Kumari, et al. · International Conference on Fog and Mobile Edge Computing (FMEC) · 3
AgentR A Stateful and Recovery-Aware Software Architecture for LLM-based Auditable Workflows
2026 · Samanta, Riya, Saha, Bidyut, et al. · arXiv (Cornell University) · 2
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Rethinking Temporal Models for TinyML: LSTM versus 1D-CNN in Resource-Constrained Devices
2026 · Saha, Bidyut, Samanta, Riya · arXiv (Cornell University) · 2
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Enhancing crowdsourcing through skill and willingness-aligned task assignment with workforce composition balance
2025 · Riya Samanta, Soumya K. Ghosh, et al. · Pervasive and Mobile Computing · 2
GenCPruneX: Adaptive Channel-wise Pruning for Efficient TinyML Deployment with Genetic Multi-Objective Optimization
2025 · Bidyut Saha, Riya Samanta, et al. · International Conference on Communication Systems & Networks (COMSNETS) · 2
Efficiency Redefined: Impact of Reducing Data Acquisition Rate for Optimized TinyML in Resource-Constrained IoT Devices
2025 · Bidyut Saha, Riya Samanta, et al. · International Conference on Communication Systems & Networks (COMSNETS) · 2
CTG-KrEW: Generating Synthetic Structured Contextually Correlated Content by Conditional Tabular GAN with K-Means Clustering and Efficient Word Embedding
2024 · Samanta, Riya, Saha, Bidyut, et al. · arXiv (Cornell University) · 2
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Works count: 34
Citation count: 193
H-index: 9
I10-index: 7
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