A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.
Unified analysis of removal-based feature attributions robustness.
The paper tackles inconsistency in removal-based explanations and proposes methods to reduce it.
Unified framework for explaining models by removing features.
Unified framework for model explanation methods based on feature removal.
Importance of visual context in scene understanding tasks is well recognized in the computer vision community. However, to what extent the computer vision models for image classification and semantic segmentation are dependent on the context to make their predictions is unclear. A model overly relying on context will f…
CPI overcomes limitations of permutation importance by providing accurate variable selection.
Contrast enhanced ultrasound is a radiation-free imaging modality which uses encapsulated gas microbubbles for improved visualization of the vascular bed deep within the tissue. It has recently been used to enable imaging with unprecedented subwavelength spatial resolution by relying on super-resolution techniques. A t…