Lattice AI Research

Research focus

Distributed Systems & Hardware (1)Red-Teaming & Adversarial Robustness (1)Computer Vision (1)Inference & Quantization (1)

Frequent co-authors

Chinmoy Mitra (1)M. Mehedi (1)Hasan Nipu (1)Mohammad Sakib Mahmood (1)

Papers (3)

Aug 4, 2026

Chinmoy Mitra +42w ago

Robust and Personalized Federated Learning for Aircraft-Engine Prognostics under Benign and Adversarial Client Heterogeneity

Personalization in federated learning can close 70% of the error gap, but without robust aggregation, models remain vulnerable to sophisticated adversarial attacks.

Chinmoy Mitra, M. Mehedi, Hasan Nipu +2

Distributed Systems & Hardware Red-Teaming & Adversarial Robustness

Jul 21, 2026

Abu Mukaddim Rahi +5Jul 21, 2026

Privileged Lesion-Context Relational Distillation for Mask-Free Skin Lesion Classification

Transforming lesion segmentation masks into actionable insights allows for accurate skin lesion classification without the need for masks during inference.

Abu Mukaddim Rahi, Md Mithun Hossain, Md Zulficar Hasan Joy +3

Computer Vision Inference & Quantization

Apr 23, 2026

Nusrat Yasmin Nadia +5Apr 23, 2026

Hybrid Deep Learning Approach for Coupled Demand Forecasting and Supply Chain Optimization

Integrating deep learning forecasting with MILP optimization slashes inventory costs by 5.4% and stockouts by 27.5% in textile and PPE supply chains.

Nusrat Yasmin Nadia, Md Habibul Arif, H. R. Rabby +3

Tool Use & Agents Training Efficiency & Optimization World Models & Planning