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Timeseries Saliency Maps

Timeseries Saliency Maps

Cross-domain saliency maps library for time-series model explanation in PyTorch and TensorFlow.

Library implementing cross-domain saliency maps for time-series model explainability in PyTorch and TensorFlow. Supports time, frequency, and ICA domains via invertible differentiable transforms. Requires no model retraining; extensible to custom transforms. Pip-installable with ready-to-run notebooks.

PyTorchTensorFlowTime SeriesWearable
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Embedded Systems Laboratory

Embedded Systems Laboratory
David Atienza

Prof. David Atienza

The Embedded Systems Laboratory (ESL) is part of the Institute of Electrical Engineering at EPFL, and focuses on the definition of system-level multi-objective design methods, optimization methodologies and tools for high-performance embedded systems and nano-scale Multi-Processor System-on-Chip (MPSoC) architectures targeting the Internet-of-Things (IoT) Era.

This page was last edited on 2026-03-03.