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add ICRA paper
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samwli committed Apr 25, 2024
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course: "16-831 Intro to Robot Learning"
author: "Samuel Li"
authors: "<strong>Samuel Li*</strong>, Yunchao Yao*"
paper: /pdfs/aff.pdf
paper: /pdfs/efficient_exploration.pdf
---
We leverage affordance understanding in foundation models for efficient, safe, and aligned task-conditioned exploration and learning for robotic manipulation.
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author: "Samuel Li"
authors: "Sarthak Bhagat, <strong>Samuel Li</strong>, Joseph Campbell, Yaqi Xie, Katia Sycara, Simon Stepputtis"
venue: "RA-L (In Review)"
paper: /pdfs/act_ant.pdf
paper: /pdfs/NeSCA.pdf
website: https://sarthak268.github.io/NeSCA/
---
We develop a novel modification to the transformer architecture for action anticipation, halving the observation time needed and achieving state-of-the-art performance to enable effective real-world human-robot collaboration.
13 changes: 6 additions & 7 deletions _posts/2024-03-16-ShapeGrasp.markdown
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---
layout: post
title: "ShapeGrasp: Zero-Shot Task-Oriented Grasping with Large Language Models through Geometric Decomposition"
date: 2024-03-16 00:00:00 +00:00
image: /images/ShapeGrasp.png
title: "Geometric Shape Reasoning for Zero-Shot Task-Oriented Grasping"
date: 2024-04-25 00:00:00 +00:00
image: /images/geometric_grasp.png
categories: research
author: "Samuel Li"
authors: "<strong>Samuel Li</strong>, Sarthak Bhagat, Joseph Campbell, Yaqi Xie, Woojun Kim, Katia Sycara, Simon Stepputtis"
venue: "IROS (In Review)"
paper: /pdfs/ShapeGrasp.pdf
website: https://shapegrasp.github.io/
venue: "3D Visual Representations for Robot Manipulation Workshop, ICRA"
paper: /pdfs/graspICRA.pdf
---
We develop an efficient novel zero-shot, task-oriented object grasping pipeline using static, noisy monocular RGBD input and LLMs for fine-grained, shape-based part affordance reasoning.
We propose a lightweight zero-shot, task-oriented grasping approach utilizing LLMs for fine-grained semantic reasoning over geometric decompositions.
13 changes: 13 additions & 0 deletions _posts/2024-04-25-graspICRA.markdown
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---
layout: post
title: "ShapeGrasp: Zero-Shot Task-Oriented Grasping with Large Language Models through Geometric Decomposition"
date: 2024-03-16 00:00:00 +00:00
image: /images/ShapeGrasp.png
categories: research
author: "Samuel Li"
authors: "<strong>Samuel Li</strong>, Sarthak Bhagat, Joseph Campbell, Yaqi Xie, Woojun Kim, Katia Sycara, Simon Stepputtis"
venue: "IROS (In Review)"
paper: /pdfs/ShapeGrasp.pdf
website: https://shapegrasp.github.io/
---
We develop an efficient novel zero-shot, task-oriented object grasping pipeline using static, noisy monocular RGBD input and LLMs for fine-grained, shape-based part affordance reasoning.
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