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Methodology
← Core Methods
Machine Learning
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Core Methods
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Regression
4964 directly classified papers
Papers per year
2000: 1
2001: 4
2002: 2
2003: 3
2004: 2
2005: 7
2006: 27
2007: 38
2008: 49
2009: 58
2010: 72
2011: 62
2012: 74
2013: 122
2014: 120
2015: 146
2016: 232
2017: 276
2018: 313
2019: 414
2020: 509
2021: 564
2022: 506
2023: 492
2024: 488
2025: 262
2026: 121
Papers
Increasing the Generalizability of Similarity-Based Essay Scoring Through Cross-Prompt Training
ACL 2025
Predicting Language Models’ Success at Zero-Shot Probabilistic Prediction
EMNLP 2025
UPSC2M: Benchmarking Adaptive Learning from Two Million MCQ Attempts
ACL 2025
Unsupervised Automatic Short Answer Grading and Essay Scoring: A Weakly Supervised Explainable Approach
ACL 2025
PreSumm: Predicting Summarization Performance Without Summarizing
ACL 2025
Teaching Large Language Models to Regress Accurate Image Quality Scores Using Score Distribution
CVPR 2025
Beyond Statistical Analysis: Multimodal Framework for Time Series Forecasting with LLM-Driven Temporal Pattern
IJCAI 2025
Blood Flow Speed Estimation with Optical Coherence Tomography Angiography Images
CVPR 2025
Efficiently Enhancing Long-term Series Forecasting via Ultra-long Lookback Windows
AAAI 2025
HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting
AAAI 2025
Bayesian Data Sketching for Varying Coefficient Regression Models
JMLR 2025
Multiple Trade-offs: An Improved Approach for Lexicographic Linear Bandits
AAAI 2025
Human Interpretable Virtual Metrology in the Semiconductor Manufacturing
AAAI 2025
Free Lunch Enhancements for Multi-modal Crowd Counting
CVPR 2025
Rank-one Convexification for Sparse Regression
JMLR 2025
From Sparse to Dense Functional Data in High Dimensions: Revisiting Phase Transitions from a Non-Asymptotic Perspective
JMLR 2025
Physics-informed Kernel Learning
JMLR 2025
Multi-Scale Temporal Neural Network for Stock Trend Prediction Enhanced by Temporal Hyepredge Learning
IJCAI 2025
CREPE: Rapid Chest X-ray Report Evaluation by Predicting Multi-category Error Counts
EMNLP 2025
Beyond Correctness: Confidence-Aware Reward Modeling for Enhancing Large Language Model Reasoning
EMNLP 2025
Gyro-based Neural Single Image Deblurring
CVPR 2025
Unconditional Truthfulness: Learning Unconditional Uncertainty of Large Language Models
EMNLP 2025
A Text-Based Recommender System that Leverages Explicit Affective State Preferences
EMNLP 2025
Assessing effective de-escalation of crisis conversations using transformer-based models and trend statistics
EMNLP 2025
Dynamic Higher-Order Relations and Event-Driven Temporal Modeling for Stock Price Forecasting
IJCAI 2025
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