Neha Vinayak

Employment

• Birla Institute of Technology and Science, Pilani Assistant Professor (Off Campus)
  2024 - Present

Education

• Jawaharlal Nehru University PhD
  2018 - Present

Projects & Funding

Projects & funding information is unavailable.

Publications (6)

• A Task-Centric Theory of Learnability in Variational Quantum Machine Learning
  2026 DOI: 10.5281/ZENODO.21007454
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• QXRNet: a hybrid CNN–QNN model with resolution-conditioned feature extraction and variational quantum circuit
  Quantum Machine Intelligence 2026 DOI: 10.1007/s42484-026-00377-6
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• Performance and Robustness of Distribution Based Neural Networks (DBNN): A Comparative Study
  2026 DOI: 10.1007/978-3-032-22908-3_5
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• Low Dimension Medical Images and Generative Deep Learning Models Can Help to Reduce X-Ray Radiation Exposure of Patients
  International Journal of Computer (IJC) 2024
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• A Reduced-Memory Multi-layer Perceptron with Systematic Network Weights Generated and Trained Through Distribution Hyper-parameters
  Communication and Intelligent Systems 2023 DOI: 10.1007/978-981-99-2322-9_41
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• Sample Size Estimation for Effective Modelling of Classification Problems in Machine Learning
  2023 DOI: 10.1007/978-3-031-28183-9_26
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