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20242026
most citedNearest Neighbor CCP-Based Molecular Sequence Analysis

1 citations · 1 across the 10 of their papers we have counts for

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cs.LG2026

Multi-Scale Reversible Chaos Game Representation: A Unified Framework for Sequence Classification

Sarwan Ali, Taslim Murad

Biological classification with interpretability remains a challenging task. For this, we introduce a novel encoding framework, Multi-Scale Reversible Chaos Game Representation (MS-…

cs.LG2025

DPSR: Differentially Private Sparse Reconstruction via Multi-Stage Denoising for Recommender Systems

Sarwan Ali

Differential privacy (DP) has emerged as the gold standard for protecting user data in recommender systems, but existing privacy-preserving mechanisms face a fundamental challenge:…

cs.LG2025

Boosting t-SNE Efficiency for Sequencing Data: Insights from Kernel Selection

Avais Jan, Prakash Chourasia, Sarwan Ali +1

Dimensionality reduction techniques are essential for visualizing and analyzing high-dimensional biological sequencing data. t-distributed Stochastic Neighbor Embedding (t-SNE) is…

cs.LG2025

Murmur2Vec: A Hashing Based Solution For Embedding Generation Of COVID-19 Spike Sequences

Sarwan Ali, Taslim Murad

Early detection and characterization of coronavirus disease (COVID-19), caused by SARS-CoV-2, remain critical for effective clinical response and public-health planning. The global…

cs.LG2025

Sequence-to-Image Transformation for Sequence Classification Using Rips Complex Construction and Chaos Game Representation

Sarwan Ali, Taslim Murad, Imdadullah Khan

Traditional feature engineering approaches for molecular sequence classification suffer from sparsity issues and computational complexity, while deep learning models often underper…

cs.LG2025

Robust Gradient Descent via Heavy-Ball Momentum with Predictive Extrapolation

Sarwan Ali

Accelerated gradient methods like Nesterov's Accelerated Gradient (NAG) achieve faster convergence on well-conditioned problems but often diverge on ill-conditioned or non-convex l…