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Saumya Saxena

7 accepted papers

2025

GraphEQA: Using 3D Semantic Scene Graphs for Real-time Embodied Question Answering

CoRL 2025poster

In Embodied Question Answering (EQA), agents must explore and develop a semantic understanding of an unseen environment in order to answer a situated question with confidence. This remains a challenging problem in robotics, due to the difficulties in obtaining useful semantic representations, updati…

Cited by 0SourcecodeScholar
2022

Search-Based Task Planning with Learned Skill Effect Models for Lifelong Robotic Manipulation

ICRA 2022poster

Robots deployed in many real-world settings need to be able to acquire new skills and solve new tasks over time. Prior works on planning with skills often make assumptions on the structure of skills and tasks, such as subgoal skills, shared skill implementations, or task-specific plan skeletons, whi…

Cited by 40SourceScholar
2021

Learning Reactive and Predictive Differentiable Controllers for Switching Linear Dynamical Models

ICRA 2021poster

Humans leverage the dynamics of the environment and their own bodies to accomplish challenging tasks such as grasping an object while walking past it or pushing off a wall to turn a corner. Such tasks often involve switching dynamics as the robot makes and breaks contact. Learning these dynamics is…

Cited by 8SourceScholar
2020

Learning Active Task-Oriented Exploration Policies for Bridging the Sim-to-Real Gap

RSS 2020poster

Training robotic policies in simulation suffers from the sim-to-real gap, as simulated dynamics can be different from real-world dynamics. Past works tackled this problem through domain randomization and online system-identification. The former is sensitive to the manually-specified training distr…

Cited by 23SourcePDFScholar
2018

A Real-time Augmented Reality Surgical System for Overlaying Stiffness Information

RSS 2018poster

We describe a surgical system that autonomously searches for tumors and dynamically displays a computer graphic model of them super-imposed on the organ (or in our case, phantom). Once localized, the phantom is tracked in real time and augmented with overlaid stiffness information in 3D. We believe…

Cited by 7SourcePDFScholar