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20232026
most citedState-wise Constrained Policy Optimization

3 citations · 6 across the 11 of their papers we have counts for

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7 papers · 1 filter

cs.RO2026

-Reachability: Geometric-Horizon Safety Bellman Equations for Humanoid Safety

Rui Chen, Shangtao Li, Yifan Sun +1

We introduce -Reachability, a scalable approach to Hamilton--Jacobi safety analysis for high-dimensional robotic systems. Unlike prior discounted formulations that rely on fixed…

cs.RO2026

Learning Safe-Stoppability Monitors for Humanoid Robots

Yifan Sun, Yiyuan Pan, Shangtao Li +4

Emergency stop (E-stop) mechanisms are the de facto standard for robot safety. However, for humanoid robots, abruptly cutting power can itself cause catastrophic failures; instead,…

cs.RO2025

NeSyPack: A Neuro-Symbolic Framework for Bimanual Logistics Packing

Bowei Li, Peiqi Yu, Zhenran Tang +4

This paper presents NeSyPack, a neuro-symbolic framework for bimanual logistics packing. NeSyPack combines data-driven models and symbolic reasoning to build an explainable hierarc…

cs.RO2023★ 1 cited

A Lightweight and Transferable Design for Robust LEGO Manipulation

Ruixuan Liu, Yifan Sun, Changliu Liu

Lego is a well-known platform for prototyping pixelized objects. However, robotic Lego prototyping (i.e., manipulating Lego bricks) is challenging due to the tight connections and…

cs.RO2023

Learn With Imagination: Safe Set Guided State-wise Constrained Policy Optimization

Yifan Sun, Feihan Li, Weiye Zhao +3

Deep reinforcement learning (RL) excels in various control tasks, yet the absence of safety guarantees hampers its real-world applicability. In particular, explorations during lear…

cs.RO2023★ 1 cited

Robotic LEGO Assembly and Disassembly from Human Demonstration

Ruixuan Liu, Yifan Sun, Changliu Liu

This paper studies automatic prototyping using LEGO. To satisfy individual needs and self-sustainability, this paper presents a framework that learns the assembly and disassembly s…

cs.RO2023

Hybrid Task Constrained Planner for Robot Manipulator in Confined Environment

Yifan Sun, Weiye Zhao, Changliu Liu

Trajectory generation in confined environment is crucial for wide adoption of intelligent robot manipulators. In this paper, we propose a novel motion planning approach for redunda…