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Kerstin Bach

4 accepted papers

2026

Divide and Contrast: Learning Robust Temporal Features without Augmentation

ICML 2026poster

Self-supervised learning for time-series representation aims to reduce reliance on labeled data while maintaining strong downstream performance, yet many existing approaches incur high computational costs or rely on assumptions that do not hold across diverse temporal dynamics. In this work, we intr…

Cited by 0SourceScholar
2022

Creating Dynamic Checklists via Bayesian Case-Based Reasoning: Towards Decent Working Conditions for All

IJCAI 2022poster

Every year there are 1.9 million deaths world-wide attributed to occupational health and safety risk factors. To address poor working conditions and fulfill UN's SDG 8, "protect labour rights and promote safe working environments for all workers", governmental agencies conduct labour inspections, us…