regression

Papers

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Showing 51–75 of 9424 papers

Title	Date	Tasks	Status	Hype
KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning	Jun 26, 2024	Graph ClassificationGraph Learning	CodeCode Available	2
Learning Convex Optimization Models	Jun 7, 2020	regression	CodeCode Available	2
On the Arbitrary-Oriented Object Detection: Classification based Approaches Revisited	Mar 12, 2020	ClassificationGeneral Classification	CodeCode Available	2
GSLoc: Efficient Camera Pose Refinement via 3D Gaussian Splatting	Aug 20, 2024	3DGSNeRF	CodeCode Available	2
Map-Relative Pose Regression for Visual Re-Localization	Apr 15, 2024	Novel View Synthesisregression	CodeCode Available	2
MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis	Oct 28, 2020	AutoMLGeneral Classification	CodeCode Available	2
Multi-Target XGBoostLSS Regression	Oct 13, 2022	regression	CodeCode Available	2
Multivariate Probabilistic Regression with Natural Gradient Boosting	Jun 7, 2021	regression	CodeCode Available	2
NGBoost: Natural Gradient Boosting for Probabilistic Prediction	Oct 8, 2019	Predictionregression	CodeCode Available	2
DistPred: A Distribution-Free Probabilistic Inference Method for Regression and Forecasting	Jun 17, 2024	Bayesian InferenceComputational Efficiency	CodeCode Available	2
Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression	Nov 19, 2019	object-detectionObject Detection	CodeCode Available	2
Distributional Gradient Boosting Machines	Apr 2, 2022	Prediction Intervalsregression	CodeCode Available	2
CoverNet: Multimodal Behavior Prediction using Trajectory Sets	Nov 23, 2019	Predictionregression	CodeCode Available	2
Discovering symbolic expressions with parallelized tree search	Jul 5, 2024	Equation Discoveryregression	CodeCode Available	2
EmoLLMs: A Series of Emotional Large Language Models and Annotation Tools for Comprehensive Affective Analysis	Jan 16, 2024	Instruction Followingregression	CodeCode Available	2
Monocular, One-stage, Regression of Multiple 3D People	Aug 27, 2020	3D Depth Estimation3D Human Pose Estimation	CodeCode Available	2
CodeTalker: Speech-Driven 3D Facial Animation with Discrete Motion Prior	Jan 6, 2023	3D Face Animationregression	CodeCode Available	2
Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory Prediction	Mar 27, 2024	Image CaptioningLanguage Modeling	CodeCode Available	2
CARD: Classification and Regression Diffusion Models	Jun 15, 2022	ClassificationDenoising	CodeCode Available	2
Complex-YOLO: Real-time 3D Object Detection on Point Clouds	Mar 16, 2018	3D Object DetectionAutonomous Driving	CodeCode Available	2
Beyond Pinball Loss: Quantile Methods for Calibrated Uncertainty Quantification	Nov 18, 2020	regressionUncertainty Quantification	CodeCode Available	2
BinsFormer: Revisiting Adaptive Bins for Monocular Depth Estimation	Apr 3, 2022	DecoderDepth Estimation	CodeCode Available	2
Balanced MSE for Imbalanced Visual Regression	Mar 30, 2022	Age EstimationFairness	CodeCode Available	2
Axes that matter: PCA with a difference	Mar 9, 2025	regression	CodeCode Available	2
Conformal prediction interval for dynamic time-series	Oct 18, 2020	Conformal PredictionEnsemble Learning	CodeCode Available	2

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All datasets California Housing Prices Concrete Compressive Strength Medical Cost Personal Dataset Synthetic: y = x * sin x ADORE Car_Price_Prediction

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Neural Network	R2 Score	0.79	—	Unverified
2	Baseline Regression	R2 Score	0.58	—	Unverified
3	Mimic / Surrogate	R2 Score	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Neural Network	R2 Score	0.86	—	Unverified
2	Baseline Regression	R2 Score	0.59	—	Unverified
3	Mimic / Surrogate	R2 Score	0.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Neural Network	R2 Score	0.87	—	Unverified
2	Baseline Regression	R2 Score	0.78	—	Unverified
3	Mimic / Surrogate	R2 Score	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Neural Network	R2 Score	0.98	—	Unverified
2	Baseline Regression	R2 Score	-0.01	—	Unverified
3	Mimic / Surrogate	R2 Score	-0.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XGBoost-MACCS	micro-averaged RMSE	0.93	—	Unverified
2	RF-ToxPrint	chemical macro-average RMSE	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Linear and Decision Tree Regression	R Squared	86.84	—	Unverified