Chunhua Shen

Models with similar success rates can have drastically different capability profiles, revealing hidden strengths and weaknesses in mobile manipulation tasks.

Fluent demonstrations may mislead robot learning, but a new representation method recovers critical motion insights, boosting performance significantly.

MemDreamer narrows the performance gap with human experts in long video understanding to just 3.7 points while processing only 2% of the full context.