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Samuel Heinrich

3 accepted papers

2025

CleverBirds: A Multiple-Choice Benchmark for Fine-grained Human Knowledge Tracing

NeurIPS 2025poster

Mastering fine-grained visual recognition, essential in many expert domains, can require that specialists undergo years of dedicated training. Modeling the progression of such expertize in humans remains challenging, and accurately inferring a human learner’s knowledge state is a key step toward und…

Cited by 0SourceScholar
2025

Feedforward Few-shot Species Range Estimation

ICML 2025poster

Knowing where a particular species can or cannot be found on Earth is crucial for ecological research and conservation efforts. By mapping the spatial ranges of all species, we would obtain deeper insights into how global biodiversity is affected by climate change and habitat loss. However, accurat…

Cited by 0SourcePDFScholar
2024

Combining Observational Data and Language for Species Range Estimation

NeurIPS 2024poster

Species range maps (SRMs) are essential tools for research and policy-making in ecology, conservation, and environmental management. However, traditional SRMs rely on the availability of environmental covariates and high-quality observational data, both of which can be challenging to obtain due to g…