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cs.RO2026

Learning Agile Striker Skills for Humanoid Soccer Robots from Noisy Sensory Input

Zifan Xu, Myoungkyu Seo, Dongmyeong Lee +8

Learning fast and robust ball-kicking skills is a critical capability for humanoid soccer robots, yet it remains a challenging problem due to the need for rapid leg swings, postura…

cs.RO2026

VOFA: Visual Object Goal Pushing with Force-Adaptive Control for Humanoids

Zichao Hu, Zifan Xu, Dongsik Chang +6

The ability to push large objects in a goal-directed manner using onboard egocentric perception is an essential skill for humanoid robots to perform complex tasks such as material…

cs.RO2026

Terrain Costmap Generation via Scaled Preference Conditioning

Luisa Mao, Garrett Warnell, Peter Stone +1

Successful autonomous robot navigation in off-road domains requires the ability to generate high-quality terrain costmaps that are able to both generalize well over a wide variety…

cs.RO2026

HEIGHT: Heterogeneous Interaction Graph Transformer for Robot Navigation in Crowded and Constrained Environments

Shuijing Liu, Haochen Xia, Fatemeh Cheraghi Pouria +5

We study the problem of robot navigation in dense and interactive crowds with static constraints such as corridors and furniture. Previous methods fail to consider all types of spa…

cs.RO2025

Searching in Space and Time: Unified Memory-Action Loops for Open-World Object Retrieval

Taijing Chen, Sateesh Kumar, Junhong Xu +3

Service robots must retrieve objects in dynamic, open-world settings where requests may reference attributes ("the red mug"), spatial context ("the mug on the table"), or past stat…

cs.RO2025

ComposableNav: Instruction-Following Navigation in Dynamic Environments via Composable Diffusion

Zichao Hu, Chen Tang, Michael J. Munje +6

This paper considers the problem of enabling robots to navigate dynamic environments while following instructions. The challenge lies in the combinatorial nature of instruction spe…