Thomas Gärtner
10 papers · 2011–2025 · 2 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (24) 🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird
🧬
Topic Evolution
🏆
Keyword Champion
📈
Trend Setter
🗃️
Keyword Collector
(59)
💎
Century Club · Bronze
Venues
Top co-authors
Research topics
Machine Learning
(8)
Mathematics & Optimization
(5)
Core Methods
(5)
Deep Learning
(4)
Architectures
(4)
Artificial Intelligence
(3)
Learning Types
(3)
Mathematics
(3)
Optimization & Theory
(3)
Core AI
(2)
Optimization
(2)
Knowledge & Reasoning
(1)
Reinforcement Learning
(1)
Applications
(1)
Bayesian & Probabilistic
(1)
Keywords
low-rank approximation
(2)
graph neural network
(2)
online learning
(1)
scalable learning
(1)
optimal transport
(1)
supervised learning
(1)
sample complexity
(1)
dynamic difficulty
(1)
partially ordered sets
(1)
message passing
(1)
graph embedding
(1)
kernel matrix
(1)
linear regression
(1)
nystrom method
(1)
feature construction
(1)
ridge regression
(1)
game difficulty
(1)
exponential update
(1)
robustness
(1)
feature learning
(1)
Papers
Probably Approximately Global Robustness Certification
ICML 2025
WILTing Trees: Interpreting the Distance Between MPNN Embeddings
ICML 2025
The Expressive Power of Path-Based Graph Neural Networks
ICML 2024
Expectation-Complete Graph Representations with Homomorphisms
ICML 2023
Expressivity-Preserving GNN Simulation
NeurIPS 2023
Scalable Learning in Reproducing Kernel Krein Spaces
ICML 2019
Effective Parallelisation for Machine Learning
NeurIPS 2017
Nyström Method with Kernel K-means++ Samples as Landmarks
ICML 2017
Greedy Feature Construction
NeurIPS 2016
Predicting Dynamic Difficulty
NeurIPS 2011