ReMAP: Neural Model Reprogramming with Network Inversion and Retrieval-Augmented Mapping for Adaptive Motion Forecasting. - Sharmita Dey; Sarath Ravindran Nair (NeurIPS, 2024)

Enhancing Joint Motion Prediction for Individuals with Limb Loss Through Model Reprogramming. - Sharmita Dey; Sarath R. Nair (CoRR, 2024)

Continual Imitation Learning for Prosthetic Limbs. - Sharmita Dey; Benjamin Paassen; Sarath R. Nair; Sabri Boughorbel; Arndt F. Schilling (CoRR, 2024)

Continual Learning from Simulated Interactions via Multitask Prospective Rehearsal for Bionic Limb Behavior Modeling. - Sharmita Dey; Benjamin Paassen; Sarath Ravindran Nair; Sabri Boughorbel; Arndt F. Schilling (Trans. Mach. Learn. Res., 2025)

Cross-Modal Diffusion for Biomechanical Dynamical Systems Through Local Manifold Alignment. - Sharmita Dey; Sarath Ravindran Nair (CoRR, 2025)