Jannatul Ferdous

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Constitutional AI & AI Ethics (2)RLHF & Preference Learning (1)Data Curation & Synthetic Data (1)Architecture Design (Transformers, SSMs, MoE) (1)

Frequent co-authors

Rafiqul Islam (2)Md. Zahidul Islam (1)Jannatul Ferdous (1)Rafiqul Islam (1)

Papers (3)

Jul 8, 2026

Jannatul Ferdous +25d ago

SA-DRL: Security-Aware Deep Reinforcement Learning for Ransomware Detection with Asymmetric Reward Design

Asymmetric reward design in deep reinforcement learning can drastically reduce false negatives in ransomware detection, achieving a remarkable 67.6% improvement over traditional methods.

Jannatul Ferdous, Rafiqul Islam, Md. Zahidul Islam

Constitutional AI & AI Ethics RLHF & Preference Learning

Jul 7, 2026

Jannatul Ferdous +46d ago

Auditable Machine Unlearning for Privacy-Compliant Ransomware Detection Using Multi-Shard SISA and Deep Reinforcement Learning

Achieving near-perfect ransomware detection while ensuring compliance with privacy regulations through efficient and auditable unlearning methods.

Jannatul Ferdous, Jannatul Ferdous, Rafiqul Islam +2

Constitutional AI & AI Ethics Data Curation & Synthetic Data

Apr 22, 2026

Jannatul Ferdous +2Apr 22, 2026

TL-RL-FusionNet: An Adaptive and Efficient Reinforcement Learning-Driven Transfer Learning Framework for Detecting Evolving Ransomware Threats

An RL agent can dynamically adapt a transfer learning model to prioritize complex ransomware samples, boosting detection accuracy by up to 2.5% while slashing training time and RAM usage.

Jannatul Ferdous, Rafiqul Islam, Arash Mahboubi

Architecture Design (Transformers, SSMs, MoE)Red-Teaming & Adversarial Robustness Training Efficiency & Optimization

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Jannatul Ferdous

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (3)