Search Results for author: Ross A. Knepper

Found 5 papers, 4 papers with code

Few-shot Object Grounding and Mapping for Natural Language Robot Instruction Following

1 code implementation14 Nov 2020 Valts Blukis, Ross A. Knepper, Yoav Artzi

We study the problem of learning a robot policy to follow natural language instructions that can be easily extended to reason about new objects.

Continuous Control Instruction Following

An Information-Theoretic Approach to Persistent Environment Monitoring Through Low Rank Model Based Planning and Prediction

no code implementations2 Sep 2020 Elizabeth A. Ricci, Madeleine Udell, Ross A. Knepper

We combine a low rank model of a target attribute with an information-maximizing path planner to predict the state of the attribute throughout a region.

Attribute

Learning to Map Natural Language Instructions to Physical Quadcopter Control using Simulated Flight

1 code implementation21 Oct 2019 Valts Blukis, Yannick Terme, Eyvind Niklasson, Ross A. Knepper, Yoav Artzi

Learning uses both simulation and real environments without requiring autonomous flight in the physical environment during training, and combines supervised learning for predicting positions to visit and reinforcement learning for continuous control.

Continuous Control Instruction Following +2

Mapping Navigation Instructions to Continuous Control Actions with Position-Visitation Prediction

1 code implementation10 Nov 2018 Valts Blukis, Dipendra Misra, Ross A. Knepper, Yoav Artzi

We propose an approach for mapping natural language instructions and raw observations to continuous control of a quadcopter drone.

Continuous Control Imitation Learning +2

Following High-level Navigation Instructions on a Simulated Quadcopter with Imitation Learning

1 code implementation31 May 2018 Valts Blukis, Nataly Brukhim, Andrew Bennett, Ross A. Knepper, Yoav Artzi

We introduce a method for following high-level navigation instructions by mapping directly from images, instructions and pose estimates to continuous low-level velocity commands for real-time control.

Imitation Learning Instruction Following

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