Christian Wirth

5 papers · 2012–2025 · 5 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (10) 🐣 Hot Topic Early Bird

🧭 Keyword Pioneer

Venues

ACML (1) EACL (1) JMLR (1) RSS (1) UAI (1)

Top co-authors

Johannes Fürnkranz (2) Nadja Klein (2) Kumar Manas (1) Judith Eckle-Kohler (1) Silvana Hartmann (1) Gerhard Neumann (1) Riad Akrour (1) Moussa Kassem-Sbeyti (1) Christian M. Meyer (1) Michael Matuschek (1)

Research topics

Artificial Intelligence (3) Core AI (3) Machine Learning (2) Reinforcement Learning (2) Learning Types (2) Methods (2) Computer Vision (1) Analysis (1) Domain-Specific (1) Optimization & Theory (1)

Keywords

preference-based reinforcement learning (2) uncertainty quantification (2) autonomous driving (1) trajectory prediction (1) policy learning (1) gaussian process (1) exploration exploitation (1) cost-sensitive learning (1) reward shaping (1) trajectory feedback (1) aleatoric uncertainty (1) monte carlo method (1) heteroscedastic regression (1) model-free learning (1) q-value estimation (1) deep classification (1) failure recognition (1) object detection (1)

Papers

Uncertainty-Aware Trajectory Prediction via Rule-Regularized Heteroscedastic Deep Classification RSS 2025 Cost-Sensitive Uncertainty-Based Failure Recognition for Object Detection UAI 2024 A Survey of Preference-Based Reinforcement Learning Methods JMLR 2017 EPMC: Every Visit Preference Monte Carlo for Reinforcement Learning ACML 2013 UBY - A Large-Scale Unified Lexical-Semantic Resource Based on LMF EACL 2012