Search Results for author: Markus Frohmann

Found 2 papers, 2 papers with code

What the Weight?! A Unified Framework for Zero-Shot Knowledge Composition

1 code implementation23 Jan 2024 Carolin Holtermann, Markus Frohmann, Navid Rekabsaz, Anne Lauscher

The knowledge encapsulated in a model is the core factor determining its final performance on downstream tasks.

Benchmarking

ScaLearn: Simple and Highly Parameter-Efficient Task Transfer by Learning to Scale

1 code implementation2 Oct 2023 Markus Frohmann, Carolin Holtermann, Shahed Masoudian, Anne Lauscher, Navid Rekabsaz

We introduce ScaLearn, a simple and highly parameter-efficient two-stage MTL method that capitalizes on the knowledge of the source tasks by learning a minimal set of scaling parameters that enable effective knowledge transfer to a target task.

Multi-Task Learning

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