Title: "Koel & Molik: Multimodal XXX Representation Learning from Noisy Real-World Signals" Abstract: Presents a multimodal representation method for fusing XXX modalities (e.g., audio, sensor, text) robust to label noise and missing channels. Demonstrates state-of-the-art performance on downstream XXX classification and retrieval tasks, with interpretability analysis.
As of 2025-2026, she continues to lead major productions, including: Sonar Kellay Jawker Dhan (2025) : Returning as Dr. Ruby Chatterjee. Mitin: Ekti Khunir Sandhaney : The third installment in her popular detective series. Public Perception and Activism koel+molik+xxx
Title: "Koel & Molik: Energy-efficient Hardware Acceleration for XXX Inference" Abstract: Designs an ASIC-oriented accelerator tailored to XXX model primitives, delivering orders-of-magnitude improvements in energy and latency for on-device inference. Includes hardware/software co-design and benchmarks on representative XXX workloads. Title: "Koel & Molik: Multimodal XXX Representation Learning