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Misha Ahrens

3 accepted papers

2025

ZAPBench: A Benchmark for Whole-Brain Activity Prediction in Zebrafish

ICLR 2025spotlight

Data-driven benchmarks have led to significant progress in key scientific modeling domains including weather and structural biology. Here, we introduce the Zebrafish Activity Prediction Benchmark (ZAPBench) to measure progress on the problem of predicting cellular-resolution neural activity througho…

2022

BILCO: An Efficient Algorithm for Joint Alignment of Time Series

NeurIPS 2022accept

Multiple time series data occur in many real applications and the alignment among them is usually a fundamental step of data analysis. Frequently, these multiple time series are inter-dependent, which provides extra information for the alignment task and this information cannot be well utilized in t…

2022

FourierNets enable the design of highly non-local optical encoders for computational imaging

NeurIPS 2022accept

Differentiable simulations of optical systems can be combined with deep learning-based reconstruction networks to enable high performance computational imaging via end-to-end (E2E) optimization of both the optical encoder and the deep decoder. This has enabled imaging applications such as 3D localiz…