Search Results for author: Somrita Banerjee

Found 3 papers, 2 papers with code

Contingency Planning Using Bi-level Markov Decision Processes for Space Missions

1 code implementation26 Feb 2024 Somrita Banerjee, Edward Balaban, Mark Shirley, Kevin Bradner, Marco Pavone

This work focuses on autonomous contingency planning for scientific missions by enabling rapid policy computation from any off-nominal point in the state space in the event of a delay or deviation from the nominal mission plan.

Decision Making

A System-Level View on Out-of-Distribution Data in Robotics

no code implementations28 Dec 2022 Rohan Sinha, Apoorva Sharma, Somrita Banerjee, Thomas Lew, Rachel Luo, Spencer M. Richards, Yixiao Sun, Edward Schmerling, Marco Pavone

When testing conditions differ from those represented in training data, so-called out-of-distribution (OOD) inputs can mar the reliability of learned components in the modern robot autonomy stack.

Data Lifecycle Management in Evolving Input Distributions for Learning-based Aerospace Applications

1 code implementation14 Sep 2022 Somrita Banerjee, Apoorva Sharma, Edward Schmerling, Max Spolaor, Michael Nemerouf, Marco Pavone

Algorithms within this framework are evaluated based on (1) model performance throughout mission lifetime and (2) cumulative costs associated with labeling and model retraining.

Active Learning Management +2

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