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Author

Sunita Sarkar

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Conference Aug 2026

Oscillation-Aware Deep Learning Optimization Using Second-Order Velocity Derivatives

Gradient-based optimization methods are fundamental to deep learning but often suffer from oscillatory behavior, slow convergence, and instability in non-convex loss landscapes. This paper introduces an oscillation-aware optimization framework based on second-order velocity derivatives, referred to as the second-order...

Sayanika Paul, Kunaldeep Deb Choudhury, Somnath Mukhopadhyay et al. · 0 citations
Open access Jul 2026

Context-Aware Stance Detection in Manipuri Editorials via FastText Embeddings and Keyword-Guided BiLSTM

A framework for stance detection in Manipuri editorial articles is proposed and the model reduces confusion between FOR and NEUTRAL editorials, which is one of the most critical problems for stance identification.

Pebam Binodini, Kishorjit Nongmeikapam, Sunita Sarkar · 0 citations

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