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Istiaque Ahmed

3 papers indexed

arxivcs.CVcs.LG2026-07-18

Transferable Low-Rank Convolutional Bases for Onboarding Unseen Medical Imaging Modalities

Ranat Das Prangon, Istiaque Ahmed, Shajid Hasan Naim, Waseem Mustak Zisan, Hossain Md Shakhawat

Deploying a medical imaging model that must later accommodate a modality it has never seen is a recurring practical problem: retraining the shared representation is expensive and destroys performance on the modalities already in service. We study this \emph{onboarding} problem un…

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arxivcs.CRcs.LG2026-07-14

BARS: Benign-Anchored Ranking and Selection for False Alarm Reduction in Network Intrusion Detection

Abu Fuad Ahmad, Istiaque Ahmed

False alarms remain a major barrier to deploying network intrusion detection systems (NIDS). In high-volume environments, even a sub-1% false positive rate can generate tens of thousands of daily alerts. Filter-based feature selection is attractive because it operates upstream of…

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crossrefDigital2025-12-29

APOLLO: Autonomous Predictive On-Chain Learning Orchestrator for AI-Driven Blockchain Governance

Istiaque Ahmed, Zubaer Mahmood Zubraj, Md Sadek Ferdous, Tadashi Nakano, Thi Hong Tran

Decentralized Autonomous Organizations (DAOs) suffer from critical governance challenges, such as low voter participation, large token holders’ dominance, and inefficient proposal analysis by manual processes. We propose APOLLO (Autonomous Predictive On-Chain Learning Orchestrato…

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