activity
20212026
most citedGeneralizing to New Tasks via One-Shot Compositional Subgoals

1 citations · 1 across the 5 of their papers we have counts for

collaborators

5 papers

cs.AI2026

RegGuard: AI-Powered Retrieval-Enhanced Assistant for Pharmaceutical Regulatory Compliance

Siyuan Yang, Xihan Bian, Jiayin Tang

The increasing frequency and complexity of regulatory updates present a significant burden for multinational pharmaceutical companies. Compliance teams must interpret evolving rule…

cs.RO2026

Real-Time Synchronized Interaction Framework for Emotion-Aware Humanoid Robots

Yanrong Chen, Xihan Bian

As humanoid robots increasingly introduced into social scene, achieving emotionally synchronized multimodal interaction remains a significant challenges. To facilitate the further…

cs.LG2022★ 1 cited

Generalizing to New Tasks via One-Shot Compositional Subgoals

Xihan Bian, Oscar Mendez, Simon Hadfield

The ability to generalize to previously unseen tasks with little to no supervision is a key challenge in modern machine learning research. It is also a cornerstone of a future "Gen…

cs.LG2022

SKILL-IL: Disentangling Skill and Knowledge in Multitask Imitation Learning

Bian Xihan, Oscar Mendez, Simon Hadfield

In this work, we introduce a new perspective for learning transferable content in multi-task imitation learning. Humans are able to transfer skills and knowledge. If we can cycle t…

cs.RO2021

Robot in a China Shop: Using Reinforcement Learning for Location-Specific Navigation Behaviour

Xihan Bian, Oscar Mendez, Simon Hadfield

Robots need to be able to work in multiple different environments. Even when performing similar tasks, different behaviour should be deployed to best fit the current environment. I…