Se (3)-diffusionfields: Learning smooth cost functions for joint grasp and motion optimization through diffusion

J Urain, N Funk, J Peters… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Multi-objective optimization problems are ubiquitous in robotics, eg, the optimization of a
robot manipulation task requires a joint consideration of grasp pose configurations …

Probabilistic adaptation of text-to-video models

M Yang, Y Du, B Dai, D Schuurmans… - arxiv preprint arxiv …, 2023 - arxiv.org
Large text-to-video models trained on internet-scale data have demonstrated exceptional
capabilities in generating high-fidelity videos from arbitrary textual descriptions. However …

Regularized deep signed distance fields for reactive motion generation

P Liu, K Zhang, D Tateo, S Jauhri… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
Autonomous robots should operate in real-world dynamic environments and collaborate
with humans in tight spaces. A key component for allowing robots to leave structured lab and …

Compositional diffusion-based continuous constraint solvers

Z Yang, J Mao, Y Du, J Wu, JB Tenenbaum… - arxiv preprint arxiv …, 2023 - arxiv.org
This paper introduces an approach for learning to solve continuous constraint satisfaction
problems (CCSP) in robotic reasoning and planning. Previous methods primarily rely on …

Probabilistic Adaptation of Black-Box Text-to-Video Models

S Yang, Y Du, B Dai, D Schuurmans… - The Twelfth …, 2024 - openreview.net
Large text-to-video models trained on internet-scale data have demonstrated exceptional
capabilities in generating high-fidelity videos from arbitrary textual descriptions. However …