Ensemble Learning

On Integrating Logical Analysis of Data into Random Forests IJCAI 2025 On Local Posterior Structure in Deep Ensembles AISTATS 2025 PAI at SemEval-2025 Task 11: A Large Language Model Ensemble Strategy for Text-Based Emotion Detection SemEval 2025 PATeam at SemEval-2025 Task 9: LLM-Augmented Fusion for AI-Driven Food Safety Hazard Detection SemEval 2025 Predicting Adolescent Suicidal Risk from Multi-task-based Speech: An Ensemble Learning Approach Interspeech 2025 Prior-Fitted Networks Scale to Larger Datasets When Treated as Weak Learners AISTATS 2025 QM-AI at SemEval-2025 Task 6: an Ensemble of BERT Models for Promise Identification in ESG Context SemEval 2025 Randomization Can Reduce Both Bias and Variance: A Case Study in Random Forests JMLR 2025 Rethinking KenLM: Good and Bad Model Ensembles for Efficient Text Quality Filtering in Large Web Corpora ACL 2025 Rubic2: Ensemble Model for Russian Lemmatization ACL 2025 Samsung Research Poland at SemEval-2025 Task 8: LLM ensemble methods for QA over tabular data SemEval 2025 Self-Ensemble: Mitigating Confidence Distortion for Large Language Models EMNLP 2025 Shapley Consensus Deep Learning for Ensemble Pruning WACV 2025 Simple Yet Effective: An Information-Theoretic Approach to Multi-LLM Uncertainty Quantification EMNLP 2025 Stop Diverse OOD Attacks: Knowledge Ensemble for Reliable Defense AAAI 2025 Swushroomsia at SemEval-2025 Task 3: Probing LLMs’ Collective Intelligence for Multilingual Hallucination Detection SemEval 2025 SzegedAI at GenAI Detection Task 1: Beyond Binary - Soft-Voting Multi-Class Classification for Binary Machine-Generated Text Detection Across Diverse Language Models COLING 2025 Tue-JMS at SemEval-2025 Task 11: KReLax: An Ensemble-Based Approach for Multilingual Emotion Detection and Addressing Data Imbalance SemEval 2025 UAlberta at SemEval-2025 Task 2: Prompting and Ensembling for Entity-Aware Translation SemEval 2025 wangkongqiang at SemEval-2025 Task 11:Bridging the Gap in Text-Based Emotion Detection SemEval 2025 Wisdom from Diversity: Bias Mitigation Through Hybrid Human-LLM Crowds IJCAI 2025 AAST-NLP at ClimateActivism 2024: Ensemble-Based Climate Activism Stance and Hate Speech Detection : Leveraging Pretrained Language Models EACL 2024 A Boosting-Type Convergence Result for AdaBoost.MH with Factorized Multi-Class Classifiers NeurIPS 2024 Adversarial Imitation Learning via Boosting ICLR 2024 AIMA at SemEval-2024 Task 10: History-Based Emotion Recognition in Hindi-English Code-Mixed Conversations SemEval 2024