3 papers
cs.LG2026
Pre-Deployment Complexity Estimation for Federated Perception Systems
KMA Solaiman, Shafkat Islam, Ruy de Oliveira +1
Edge AI systems increasingly rely on federated learning to train perception models in distributed, privacy-preserving, and resource-constrained environments. Before training, howev…
cs.CY2026
Benchmarking Early Deterioration Prediction Across Hospital-Rich and MCI-Like Emergency Triage Under Constrained Sensing
KMA Solaiman, Joshua Sebastian, Karma Tobden
Emergency triage decisions are made under severe information constraints, yet most data-driven deterioration models are evaluated using signals unavailable during initial assessmen…
cs.IR2025
Multimodal Information Retrieval for Open World with Edit Distance Weak Supervision
KMA Solaiman, Bharat Bhargava
Existing multi-media retrieval models either rely on creating a common subspace with modality-specific representation models or require schema mapping among modalities to measure s…