Innovating at the Intersection of
AI & Systems

Mitigating Modality Dominance in Unified Representation Learning

• Innovated the Modality Fairness Controller (MFC) to dynamically balance learning rates across Vision and Audio.
• Introduced the Overfitting-to-Generalization Ratio (OGR) metric.
• Achieved 2.3% accuracy boost and 40% reduction in imbalance on CIFAR-10/CREMA-D benchmarks.

Knowledge Distillation & Network Pruning

• Paired reduction strategy using ResNet-50 Teacher and MobileNetV2 Student.
• Achieved 3.47x inference speedup on CPU and 1.71x on GPU.
• Optimized for edge deployment without sacrificing diagnostic accuracy.