data complexity

Data Complexity of Querying Description Logic Knowledge Bases Under Cost-Based Semantics AAAI 2026 An Effective Incorporating Heterogeneous Knowledge Curriculum Learning for Sequence Labeling ACL 2025 No Simple Answer to Data Complexity: An Examination of Instance-Level Complexity Metrics for Classification Tasks NAACL 2025 The Size of Teachers as a Measure of Data Complexity: PAC-Bayes Excess Risk Bounds and Scaling Laws AISTATS 2025 4+3 Phases of Compute-Optimal Neural Scaling Laws NeurIPS 2024 A Geometric View of Data Complexity: Efficient Local Intrinsic Dimension Estimation with Diffusion Models NeurIPS 2024 Data Complexity in Expressive Description Logics with Path Expressions IJCAI 2024 Towards Heterogeneous Long-tailed Learning: Benchmarking, Metrics, and Toolbox NeurIPS 2024 Stratified Negation in Datalog with Metric Temporal Operators AAAI 2021 Counting Query Answers over a DL-Lite Knowledge Base IJCAI 2020 Query Rewriting for Ontology-Mediated Conditional Answers AAAI 2020 Tractable Fragments of Datalog with Metric Temporal Operators IJCAI 2020 Understanding Knowledge Distillation in Non-autoregressive Machine Translation ICLR 2020 Data Complexity and Rewritability of Ontology-Mediated Queries in Metric Temporal Logic under the Event-Based Semantics IJCAI 2019 Mixed-World Reasoning with Existential Rules under Active-Domain Semantics IJCAI 2019 Reasoning over Streaming Data in Metric Temporal Datalog AAAI 2019 Inconsistency-Tolerant Ontology-Based Data Access Revisited: Taking Mappings into Account IJCAI 2018 Foundations of Declarative Data Analysis Using Limit Datalog Programs IJCAI 2017 Ontology-Mediated Querying with the Description Logic EL: Trichotomy and Linear Datalog Rewritability IJCAI 2017 The Bag Semantics of Ontology-Based Data Access IJCAI 2017