Dr. Riya Samanta

Employment

• Techno India University Assistant Professor
  2025 - Present
• Indian Institute of Technology Kharagpur Senior Research Scholar
  2020 - 2025

Education

Education history is unavailable.

Projects & Funding

Projects & funding information is unavailable.

Publications (26)

• TinyTNAS: Time-Bound, GPU-Independent Hardware-Aware Neural Architecture Search for TinyML Time-Series Classification
  IEEE Embedded Systems Letters 2026 DOI: 10.1109/LES.2025.3561870
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• Personalized Human Activity Recognition: Real-Time On-Device Training and Inference
  IEEE Consumer Electronics Magazine 2025 DOI: 10.1109/MCE.2024.3398294
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• Enhancing crowdsourcing through skill and willingness-aligned task assignment with workforce composition balance
  Pervasive and Mobile Computing 2025 DOI: 10.1016/j.pmcj.2025.102012
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• A Low-Power Low-cost System for Disaster Locations Detection using ESP32 CAM and TinyML
  2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS) 2025 DOI: 10.1109/comsnets63942.2025.10885754
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• Efficiency Redefined: Impact of Reducing Data Acquisition Rate for Optimized TinyML in Resource-Constrained IoT Devices
  2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS) 2025 DOI: 10.1109/comsnets63942.2025.10885594
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• Eyes on You: TinyML-Powered On-Device Face Tracking for Low-Cost, Low-Power, Secure MCU Environments
  2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS) 2025 DOI: 10.1109/comsnets63942.2025.10885726
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• GenCPruneX: Adaptive Channel-wise Pruning for Efficient TinyML Deployment with Genetic Multi-Objective Optimization
  2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS) 2025 DOI: 10.1109/comsnets63942.2025.10885634
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• SoSTA: Skill-Oriented Stable Task Assignment With Bidirectional Preferences in Crowdsourcing
  IEEE Transactions on Emerging Topics in Computing 2025 DOI: 10.1109/TETC.2025.3548672
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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 IEEE Space, Aerospace and Defence Conference (SPACE) 2024 DOI: 10.1109/space63117.2024.10667906
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• Sustainable Volunteer Engagement: Ensuring Potential Retention and Skill Diversity for Balanced Workforce Composition in Crowdsourcing Paradigm
  ARXIV 2024 DOI: 10.48550/ARXIV.2408.11498
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