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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
Quantized Fourier and Polynomial Features for more Expressive Tensor Network Models
AISTATS 2024
ASOS at NADI 2024 shared task: Bridging Dialectness Estimation and MSA Machine Translation for Arabic Language Enhancement
ACL 2024
Orthogonal Gradient Boosting for Simpler Additive Rule Ensembles
AISTATS 2024
Fair and Optimal Prediction via Post-Processing
AAAI 2024
On the Misspecification of Linear Assumptions in Synthetic Controls
AISTATS 2024
Conformalized Deep Splines for Optimal and Efficient Prediction Sets
AISTATS 2024
An Interpretable Approach to the Solutions of High-Dimensional Partial Differential Equations
AAAI 2024
Should you use a probabilistic duration model in TTS? Probably! Especially for spontaneous speech
INTERSPEECH 2024
A Provably Accurate Randomized Sampling Algorithm for Logistic Regression
AAAI 2024
HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting
AAAI 2024
Uncertainty Quantification of MLE for Entity Ranking with Covariates
JMLR 2024
Statistical Spatially Inhomogeneous Diffusion Inference
AAAI 2024
Computational-Statistical Gaps for Improper Learning in Sparse Linear Regression
COLT 2024
Connected Speech-Based Cognitive Assessment in Chinese and English
INTERSPEECH 2024
Better Batch for Deep Probabilistic Time Series Forecasting
AISTATS 2024
Racing Control Variable Genetic Programming for Symbolic Regression
AAAI 2024
Robust Non-linear Normalization of Heterogeneous Feature Distributions with Adaptive Tanh-Estimators
AISTATS 2024
Multilingual Speech and Language Analysis for the Assessment of Mild Cognitive Impairment: Outcomes from the Taukadial Challenge
INTERSPEECH 2024
Learning GAI-Decomposable Utility Models for Multiattribute Decision Making
AAAI 2024
KVQ: Kwai Video Quality Assessment for Short-form Videos
CVPR 2024
Modeling Emotional Trajectories in Written Stories Utilizing Transformers and Weakly-Supervised Learning
ACL 2024
Nonparametric Gaussian Process Covariances via Multidimensional Convolutions
AISTATS 2023
A Multi-Task Gaussian Process Model for Inferring Time-Varying Treatment Effects in Panel Data
AISTATS 2023
On the Interplay Between Misspecification and Sub-optimality Gap in Linear Contextual Bandits
ICML 2023
Average Adjusted Association: Efficient Estimation with High Dimensional Confounders
AISTATS 2023
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