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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

K. Ramli

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2 papers indexed here

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Review Open access Sep 2026

A systematic review of attention duality in deep visual models for performance and faithfulness tradeoffs

While deep learning models have achieved remarkable performance in computer vision, their internal decision logic often remains opaque. Attention mechanisms serve a dual function: dynamically prioritizing discriminative features to maximize predictive performance while simultaneously generating visual heatmaps for expl...

Dikdik Krisnandi, K. Ramli, P. D. Purnamasari et al. · 0 citations
Review Open access Jul 2026

Cognitive Detection at Big-Data Scale: A CNN-LSTM-DQN Framework with Prioritized Experience Replay for Cross-Attack-Family Generalization and Multi-Seed Initialization Sensitivity Analysis

A cognitive computing framework for network intrusion detection: a CNN–LSTM–DQN architecture with Prioritized Experience Replay (PER) evaluated on a 5,000,000-flow naturalistic sample of the TON_IoT Processed_Network dataset.

Rushendra, K. Ramli, P. D. Purnamasari et al. · 1 citation

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