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Prabal Dutta

2 accepted papers

2024

Stranger Danger! Identifying and Avoiding Unpredictable Pedestrians in RL-based Social Robot Navigation

ICRA 2024poster

Reinforcement learning (RL) methods for social robot navigation show great success navigating robots through large crowds of people, but the performance of these learning-based methods tends to degrade in particularly challenging or unfamiliar situations due to the models’ dependency on representati…

Cited by 1SourcecodeScholar
2022

POET: Training Neural Networks on Tiny Devices with Integrated Rematerialization and Paging

ICML 2022spotlight

Fine-tuning models on edge devices like mobile phones would enable privacy-preserving personalization over sensitive data. However, edge training has historically been limited to relatively small models with simple architectures because training is both memory and energy intensive. We present POET,…