collaborators

5 papers

cs.CL2025

MAC-SLU: Multi-Intent Automotive Cabin Spoken Language Understanding Benchmark

Yuezhang Peng, Chonghao Cai, Ziang Liu +10

Spoken Language Understanding (SLU), which aims to extract user semantics to execute downstream tasks, is a crucial component of task-oriented dialog systems. Existing SLU datasets…

cs.RO2025

OpenRoboCare: A Multimodal Multi-Task Expert Demonstration Dataset for Robot Caregiving

Xiaoyu Liang, Ziang Liu, Kelvin Lin +10

We present OpenRoboCare, a multimodal dataset for robot caregiving, capturing expert occupational therapist demonstrations of Activities of Daily Living (ADLs). Caregiving tasks in…

cs.RO2025

FEAST: A Flexible Mealtime-Assistance System Towards In-the-Wild Personalization

Rajat Kumar Jenamani, Tom Silver, Ben Dodson +7

Physical caregiving robots hold promise for improving the quality of life of millions worldwide who require assistance with feeding. However, in-home meal assistance remains challe…

cs.RO2025

Coloring Between the Lines: Personalization in the Null Space of Planning Constraints

Tom Silver, Rajat Kumar Jenamani, Ziang Liu +2

Generalist robots must personalize in-the-wild to meet the diverse needs and preferences of long-term users. How can we enable flexible personalization without sacrificing safety o…

cs.RO2025

GRACE: Generalizing Robot-Assisted Caregiving with User Functionality Embeddings

Ziang Liu, Yuanchen Ju, Yu Da +6

Robot caregiving should be personalized to meet the diverse needs of care recipients -- assisting with tasks as needed, while taking user agency in action into account. In physical…