Thomas Schnake

5 papers · 2019–2024 · 3 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (13) 🐣 Hot Topic Early Bird

Venues

ICML (3) ACL (1) NeurIPS (1)

Top co-authors

Klaus-Robert Müller (3) Grégoire Montavon (3) Shinichi Nakajima (2) Oliver Eberle (2) Ping Xiong (2) Jonas Dippel (1) Oliver Buchstab (1) Robert Vandermeulen (1) Andreas Mock (1) Lior Wolf (1)

Research topics

Artificial Intelligence (4) Deep Learning (4) Core AI (4) Machine Learning (3) Architectures (3) Computer Vision (2) Core Methods (2) Learning Types (2) Techniques (2) Computer Science (1) Analysis (1) Application Areas (1) Applications (1) Domain-Specific (1)

Keywords

layer-wise relevance propagation (3) graph neural network (2) explainable ai (1) feature attribution (1) model interpretability (1) multiple instance learning (1) message passing (1) max-product algorithm (1) probabilistic graphical model (1) attention head (1) unsupervised anomaly detection (1) layer normalization (1) gradient propagation (1) one-class classification (1) walk search (1) subgraph attribution (1) gnn explanation (1) higher-order interpretation (1) text anomaly detection (1) biomarker prediction (1)

Papers

xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology NeurIPS 2024 Relevant Walk Search for Explaining Graph Neural Networks ICML 2023 Efficient Computation of Higher-Order Subgraph Attribution via Message Passing ICML 2022 XAI for Transformers: Better Explanations through Conservative Propagation ICML 2022 Self-Attentive, Multi-Context One-Class Classification for Unsupervised Anomaly Detection on Text ACL 2019