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Dylan Shell

5 accepted papers

2026

Centralized Periodic Planning under Asynchronous Communication for Multi-Agent Monitoring

ICRA 2026poster

This paper examines the problem of coordinating the observations of multiple agents constrained to periodic trajectories that communicate asynchronously with a central planner. We are motivated by settings such as active monitoring missions tracking stochastic and spatially spreading events like wil…

Cited by 0Scholar
2020

Eliminating the Invariance on the Loss Landscape of Linear Autoencoders

ICML 2020poster

This paper proposes a new loss function for linear autoencoders (LAEs) and analytically identifies the structure of the associated loss surface. Optimizing the conventional Mean Square Error (MSE) loss results in a decoder matrix that spans the principal subspace of the sample covariance of the data…

Cited by 16SourcePDFScholar
2019

Non-Uniform Robot Densities in Vibration Driven Swarms Using Phase Separation Theory

IROS 2019poster

In robot swarms operating under highly restrictive sensing and communication constraints, individuals may need to use direct physical proximity to facilitate information exchange. However, in certain task-related scenarios, this requirement might conflict with the need for robots to spread out in th…

Cited by 22SourceScholar
2016

Unifying consensus and covariance intersection for decentralized state estimation

IROS 2016poster

This paper presents a new recursive information consensus filter for decentralized dynamic-state estimation. Local estimators are assumed to have access only to local information and no structure is assumed about the topology of the communication network, which need not be connected at all times. It…

Cited by 7SourceScholar