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Ensemble Learning

482 papers

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Papers

AI-Monitors at SemEval-2026 Task 4: A Hybrid Embedding and LLM Ensemble for Narrative Similarity SemEval 2026 B&B at SemEval-2026 Task 6: A RoBERTa-based Model with NLI-derived Semantic Features for Clarity-Level Classification of Political Question Evasion SemEval 2026 Beyond Mixtures and Products for Ensemble Aggregation: A Likelihood Perspective on Generalized Means UAI 2026 Boosting with List-Decodable Codes COLT 2026 CascadeMind at SemEval-2026 Task 4: A Hybrid Neuro-Symbolic Cascade for Narrative Similarity SemEval 2026 CICL26 at SemEval-2026 Task 4: Narrative Story Similarity and Narrative Representation Learning SemEval 2026 Codexa at SemEval-2026 Task 13: Loss Engineering and Diverse Ensemble Strategies for Multi-Class Code Authorship Attribution SemEval 2026 Conformal Online Model Aggregation UAI 2026 Consensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR CVPR 2026 Consensus vs. Controversy: Mapping the Decision Space Where Architectures Diverge CVPR 2026 CSE-UOI at SemEval-2026 Task 6: A Two-Stage Heterogeneous Ensemble with Deliberative Complexity Gating for Political Evasion Detection SemEval 2026 Distribution-Free Sequential Prediction with Abstentions COLT 2026 d-itlab at SemEval-2026 Task 12: Per-Option Surprisal and Multi-Stage Gating for Precision-Oriented Causal Reasoning SemEval 2026 Ensemble Diversity Optimization for Subjective Supervision UAI 2026 Farhan Nafis Rayhan at SemEval-2026 Task 13: Supervised Contrastive Learning Approach with Gated Multiclass Decomposition Ensemble Architecture for Code Authorship Identification SemEval 2026 hermeneutichools at SemEval-2026 Task 4: Multiperspectivity as a Resource for Narrative Similarity Prediction SemEval 2026 Improved Replicable Boosting with Majority-of-Majorities ALT 2026 Large-scale Robust Enhanced Ensemble Clustering via Outlier Decoupling CVPR 2026 LLMs for Now, Fine-Tuning for Later: An Ensemble Approach to Data Drift in Domain-Specific Tasks ACL 2026 LST at MWE-2026 AdMIRe 2: Advancing Multimodal Idiomaticity Representation EACL 2026 ModusPonens at SemEval-2026 Task 11: Breaking the Plausibility Trap in LLMs via Conflict-Aware Ensembling SemEval 2026 Neural Routed Boosting: Robust Learning against Heteroscedastic Noise UAI 2026 NLPGroup8 at SemEval-2026 Task 2: Diverse Ensembles and Hierarchical Transformers for Emotional State Prediction SemEval 2026 NYCU Speech Lab at SemEval-2026 Task 3: Heterogeneous Model Ensemble with Adaptive Weighted Voting for Dimensional Aspect Sentiment Quadruplet Extraction SemEval 2026 PFW at SemEval-2026 Task 6: Multi-Seed DeBERTa Ensembles for Political Response Clarity and Evasion Classification SemEval 2026