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Researcher profile

Naira Hovakimyan

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. Improving the Robustness of Reinforcement Learning Policies with $\mathcal{L}_{1}$ Adaptive Control

    2021 · arXiv (Cornell University)

    A reinforcement learning (RL) control policy could fail in a new/perturbed environment that is different from the training environment, due to the presence of dynamic variations. For controlling systems with continuous state and action spaces, …

  2. ReConTab: Regularized Contrastive Representation Learning for Tabular Data

    2023 · arXiv (Cornell University)

    Representation learning stands as one of the critical machine learning techniques across various domains. Through the acquisition of high-quality features, pre-trained embeddings significantly reduce input space redundancy, benefiting downstream pattern recognition tasks such as classification, …