This book constitutes the refereed proceedings of the 46th German Conference on Artificial Intelligence, KI 2023, which took place in Berlin, Germany, in September 2023.The 14 full and 5 short papers presented were carefully reviewed and selected from 78 submissions. The papers deal with research on theory and applications across all methods and topic areas of AI research.
This book constitutes the refereed proceedings of the 46th German Conference on Artificial Intelligence, KI 2023, which took place in Berlin, Germany, in September 2023.The 14 full and 5 short papers presented were carefully reviewed and selected from 78 submissions. The papers deal with research on theory and applications across all methods and topic areas of AI research.
LESS is More: LEan Computing for Selective Summaries.- Optimisation of Matrix Production Recon guration with Reinforcement Learning.- CHA2: CHemistry Aware Convex Hull Autoencoder Towards InverseMolecular Design.- Ontology Pre-training for Poison Prediction.- A novel incremental learning strategy based on synthetic data generated from a random forest.- RECol: Reconstruction Error Columns for Outlier Detection.- Interactive Link Prediction as a Downstream Task for Foundational GUI Understanding Models.- Harmonizing Feature Attributions Across Deep Learning Architectures: Enhancing Interpretability and Consistency.- Lost in Dialogue: A Review and Categorization of Current Dialogue System Approaches and Technical Solutions.- Cost-sensitive best subset selection for logistic regression: a mixed-integer conic optimization perspective.- Detecting oors in residential buildings.- A Comparative Study of Video-Based Analysis using Machine Learning for Polyp Classification.- Object Anchoring for Autonomous Robots using the Spatio-Temporal-Semantic Environment Representation SEEREP.- Explanation-Aware Backdoors in a Nutshell.- Socially Optimal Non-discriminatory Restrictions for Continuous-Action Games.- Few-Shot Document-Level Relation Extraction.- Pseudo-Label Selection is a Decision Problem.- Associative Reasoning for Commonsense Knowledge.- Computing Most Likely Scenarios of Qualitative Constraint Networks.- PapagAI: Automated Feedback for Reflective Essays.- Generating Synthetic Dialogues from Prompts to Improve Task-Oriented Dialogue Systems.- Flexible Automation of Quantified Multi-Modal Logics with Interactions.- Planning Landmark Based Goal Recognition Revisited: Does Using Initial State Landmarks Make Sense.- XAI methods in the presence of suppressor variables: a theoretical consideration.
LESS is More: LEan Computing for Selective Summaries.- Optimisation of Matrix Production Recon guration with Reinforcement Learning.- CHA2: CHemistry Aware Convex Hull Autoencoder Towards InverseMolecular Design.- Ontology Pre-training for Poison Prediction.- A novel incremental learning strategy based on synthetic data generated from a random forest.- RECol: Reconstruction Error Columns for Outlier Detection.- Interactive Link Prediction as a Downstream Task for Foundational GUI Understanding Models.- Harmonizing Feature Attributions Across Deep Learning Architectures: Enhancing Interpretability and Consistency.- Lost in Dialogue: A Review and Categorization of Current Dialogue System Approaches and Technical Solutions.- Cost-sensitive best subset selection for logistic regression: a mixed-integer conic optimization perspective.- Detecting oors in residential buildings.- A Comparative Study of Video-Based Analysis using Machine Learning for Polyp Classification.- Object Anchoring for Autonomous Robots using the Spatio-Temporal-Semantic Environment Representation SEEREP.- Explanation-Aware Backdoors in a Nutshell.- Socially Optimal Non-discriminatory Restrictions for Continuous-Action Games.- Few-Shot Document-Level Relation Extraction.- Pseudo-Label Selection is a Decision Problem.- Associative Reasoning for Commonsense Knowledge.- Computing Most Likely Scenarios of Qualitative Constraint Networks.- PapagAI: Automated Feedback for Reflective Essays.- Generating Synthetic Dialogues from Prompts to Improve Task-Oriented Dialogue Systems.- Flexible Automation of Quantified Multi-Modal Logics with Interactions.- Planning Landmark Based Goal Recognition Revisited: Does Using Initial State Landmarks Make Sense.- XAI methods in the presence of suppressor variables: a theoretical consideration.
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