Regression

PuerAI at SemEval-2026 Task 5: Homograph Appropriateness Assessment via DeBERTa Contrastive Regression and Contextual Grouping SemEval 2026 QuadAI at SemEval-2026 Task 3: Ensemble Learning of Hybrid RoBERTa and LLMs for Dimensional Aspect-Based Sentiment Analysis SemEval 2026 Radar-Guided Polynomial Fitting for Metric Depth Estimation CVPR 2026 SemEval-2026 Task 3: Dimensional Aspect-Based Sentiment Analysis (DimABSA) SemEval 2026 Team faisalm3at SemEval-2026 Task 3: From Standard Regression to Distributional Alignment in Dimensional Sentiment Analysis SemEval 2026 Team VYN at SemEval-2026 Task 3: Dimensional Aspect-Based Sentiment Analysis SemEval 2026 Text-to-Distribution Prediction with Quantile Tokens and Neighbor Context ACL 2026 Uncertainty Quantification for Regression: A Unified Framework based on kernel scores UAI 2026 Variance reduction combining pre-experiment and in-experiment data CLeaR 2026 YangSteam at SemEval-2026 Task 3: Transformer-Based Aspect-Aware Regression for Dimensional Sentiment and Stance Analysis SemEval 2026 YieldSAT: A Multimodal Benchmark Dataset for High-Resolution Crop Yield Prediction CVPR 2026 YNU-HPCC at SemEval-2026 Task 5: Rating Plausibility of Word Senses in Ambiguous Stories through Narrative Understanding SemEval 2026 Aggregating Data for Optimal Learning UAI 2025 APAR: Modeling Irregular Target Functions in Tabular Regression via Arithmetic-Aware Pre-Training and Adaptive-Regularized Fine-Tuning AAAI 2025 Conformal Thresholded Intervals for Efficient Regression AAAI 2025 EmoSphere-SER: Enhancing Speech Emotion Recognition Through Spherical Representation with Auxiliary Classification Interspeech 2025 Flexible Copula-Based Mixed Models in Deep Learning: A Scalable Approach to Arbitrary Marginals AISTATS 2025 Improving Deep Regression with Tightness ICLR 2025 Nearly Optimal Differentially Private ReLU Regression UAI 2025 Nonparametric Distributional Regression via Quantile Regression AISTATS 2025 Q-PART: Quasi-Periodic Adaptive Regression with Test-time Training for Pediatric Left Ventricular Ejection Fraction Regression CVPR 2025 Quantile Additive Trend Filtering AISTATS 2025 Reloc3r: Large-Scale Training of Relative Camera Pose Regression for Generalizable, Fast, and Accurate Visual Localization CVPR 2025 Robust Vocal Intensity Prediction: Overcoming Dataset Bias with Pretrained Deep Models Interspeech 2025 Stanford MLab at SemEval-2025 Task 11: Track B–Emotion Intensity Detection SemEval 2025