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Elijah Stanger-Jones

4 accepted papers

2024

FLD: Fourier Latent Dynamics for Structured Motion Representation and Learning

ICLR 2024spotlight

Motion trajectories offer reliable references for physics-based motion learning but suffer from sparsity, particularly in regions that lack sufficient data coverage. To address this challenge, we introduce a self-supervised, structured representation and generation method that extracts spatial-tempo…

Cited by 11SourcePDFScholar
2024

Tailoring Solution Accuracy for Fast Whole-Body Model Predictive Control of Legged Robots

RA-L 2024

Thanks to recent advancements in accelerating non-linear model predictive control (NMPC), it is now feasible to deploy whole-body NMPC at real-time rates for humanoid robots. However, enforcing inequality constraints in real time for such high-dimensional systems remains challenging due to the need

Cited by 55SourceScholar
2023

Design of a Multimodal Fingertip Sensor for Dynamic Manipulation

ICRA 2023poster

We introduce a spherical fingertip sensor for dynamic manipulation. It is based on barometric pressure and time-of-flight proximity sensors and is low-latency, compact, and physically robust. The sensor uses a trained neural network to estimate the contact location and three-axis contact forces base…

Cited by 11SourceScholar
2023

Towards Robust Autonomous Grasping with Reflexes Using High-Bandwidth Sensing and Actuation

ICRA 2023poster

Modern robotic manipulation systems fall short of human manipulation skills partly because they rely on closing feedback loops exclusively around vision data, which reduces system bandwidth and speed. By developing autonomous grasping reflexes that rely on high-bandwidth force, contact, and proximit…

Cited by 6SourceScholar