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Patrick Knab

4 papers hereh-index 351 citations9 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author3
  • middle author1

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.CV2
  • cs.LG2

identity via Semantic Scholar / OpenAlex

activity
20242026
most citedWhich LIME should I trust? Concepts, Challenges, and Solutions

1 citations · 1 across the 2 of their papers we have counts for

collaborators

4 papers

cs.CV2026

From Codebooks to VLMs: Evaluating Automated Visual Discourse Analysis for Climate Change on Social Media

Katharina Prasse, Steffen Jung, Isaac Bravo +4

Social media platforms have become primary arenas for climate communication, generating millions of images and posts that - if systematically analysed - can reveal which communicat…

cs.LG2025★ 1 cited

Which LIME should I trust? Concepts, Challenges, and Solutions

Patrick Knab, Sascha Marton, Udo Schlegel +1

As neural networks become dominant in essential systems, Explainable Artificial Intelligence (XAI) plays a crucial role in fostering trust and detecting potential misbehavior of op…

cs.CV2024

DCBM: Data-Efficient Visual Concept Bottleneck Models

Katharina Prasse, Patrick Knab, Sascha Marton +2

Concept Bottleneck Models (CBMs) enhance the interpretability of neural networks by basing predictions on human-understandable concepts. However, current CBMs typically rely on con…

cs.LG2024

Interpreting Outliers in Time Series Data through Decoding Autoencoder

Patrick Knab, Sascha Marton, Christian Bartelt +1

Outlier detection is a crucial analytical tool in various fields. In critical systems like manufacturing, malfunctioning outlier detection can be costly and safety-critical. Theref…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.