Search Results for author: Paulina Tomaszewska

Found 3 papers, 3 papers with code

Lightweight Conditional Model Extrapolation for Streaming Data under Class-Prior Shift

1 code implementation10 Jun 2022 Paulina Tomaszewska, Christoph H. Lampert

We introduce LIMES, a new method for learning with non-stationary streaming data, inspired by the recent success of meta-learning.

Meta-Learning Multi-class Classification

Deep spatial context: when attention-based models meet spatial regression

1 code implementation18 Jan 2024 Paulina Tomaszewska, Elżbieta Sienkiewicz, Mai P. Hoang, Przemysław Biecek

The DSCon allows for a quantitative measure of the spatial context's role using three Spatial Context Measures: $SCM_{features}$, $SCM_{targets}$, $SCM_{residuals}$ to distinguish whether the spatial context is observable within the features of neighboring regions, their target values (attention scores) or residuals, respectively.

regression

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