Horst Samulowitz
15 papers · 2013–2025 · 6 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Academic Marathon Β· Half π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (36)
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Keyword Champion
(7)
ποΈ
Keyword Collector
(65)
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Century Club Β· Bronze
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Unstoppable Β· Bronze
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Conference Pioneer
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Research topics
Machine Learning
(12)
Artificial Intelligence
(7)
Optimization & Theory
(7)
Deep Learning
(6)
Application Areas
(4)
Core AI
(4)
Core Methods
(4)
Learning Paradigms
(4)
Natural Language Processing
(3)
Learning Types Β· Machine Learning
(3)
Learning Types Β· Deep Learning
(3)
Applications
(2)
Models
(2)
Resources & Methods
(2)
Computer Science
(1)
Keywords
automated machine learning
(7)
hyperparameter optimization
(4)
feature engineering
(3)
federated learning
(2)
model selection
(2)
convex optimization
(1)
black-box optimization
(1)
image classification
(1)
gradient boosting
(1)
text classification
(1)
automated planning
(1)
in-context learning
(1)
semantic parsing
(1)
distributed learning
(1)
knowledge base
(1)
natural language processing
(1)
deep learning
(1)
outlier detection
(1)
feature transformation
(1)
feature extraction
(1)
Papers
Knowledge Base Construction for Knowledge-Augmented Text-to-SQL
ACL 2025
Effective Data Distillation for Tabular Datasets (Student Abstract)
AAAI 2024
Enhancing In-context Learning via Linear Probe Calibration
AISTATS 2024
Instance-Level Metalearning for Outlier Detection
IJCAI 2024
FLASH: Automating federated learning using CASH
UAI 2023
SemFORMS: Automatic Generation of Semantic Transforms By Mining Data Science Code
IJCAI 2023
Single-shot General Hyper-parameter Optimization for Federated Learning
ICLR 2023
Semantic Feature Discovery with Code Mining and Semantic Type Detection
AAAI 2022
AutoText: An End-to-End AutoAI Framework for Text
AAAI 2021
An ADMM Based Framework for AutoML Pipeline Configuration
AAAI 2020
Deep Learning for Cost-Optimal Planning: Task-Dependent Planner Selection
AAAI 2019
Optimal Exploitation of Clustering and History Information in Multi-armed Bandit
IJCAI 2019
Learning Feature Engineering for Classification
IJCAI 2017
Model-Based Genetic Algorithms for Algorithm Configuration
IJCAI 2015
Algorithm Portfolios Based on Cost-Sensitive Hierarchical Clustering
IJCAI 2013