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Timo Birr

4 accepted papers

2026

CLEVER: Stream-Based Active Learning for Robust Semantic Perception from Human Instructions

ICRA 2026poster

We propose CLEVER, an active learning system for robust semantic perception with Deep Neural Networks (DNNs). For data arriving in streams, our system seeks human support when encountering failures and adapts DNNs online based on human instructions. In this way, CLEVER can eventually accomplish the …

2025

CLEVER: Stream-Based Active Learning for Robust Semantic Perception From Human Instructions

RA-L 2025

We propose CLEVER, an active learning system for robust semantic perception with Deep Neural Networks (DNNs). For data arriving in streams, our system seeks human support when encountering failures and adapts DNNs online based on human instructions. In this way, CLEVER can eventually accomplish the

Cited by 2SourceScholar
2024

AutoGPT+P: Affordance-based Task Planning using Large Language Models

RSS 2024poster

Recent advances in task planning leverage Large Language Models (LLMs) to improve generalizability by combining such models with classical planning algorithms to address their inherent limitations in reasoning capabilities. However, these approaches face the challenge of dynamically capturing the in…

Cited by 7SourcePDFScholar