Structured Prediction

Structured Prediction is an area of machine learning focusing on representations of spaces with combinatorial structure, and algorithms for inference and parameter estimation over these structures. Core methods include both tractable exact approaches like dynamic programming and spanning tree algorithms as well as heuristic techniques such as linear programming relaxations and greedy search.

Source: Torch-Struct: Deep Structured Prediction Library

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 151–175 of 639 papers

Title	Date	Tasks	Status	Score
Structured Prediction for Conditional Meta-Learning	Feb 20, 2020	Few-Shot LearningMeta-Learning	CodeCode Available	5
Evidence > Intuition: Transferability Estimation for Encoder Selection	Oct 20, 2022	Structured Prediction	CodeCode Available	5
Detect, Replace, Refine: Deep Structured Prediction For Pixel Wise Labeling	Dec 14, 2016	Disparity EstimationStereo Matching	CodeCode Available	5
Adversarial Constraint Learning for Structured Prediction	May 27, 2018	Pose EstimationPrediction	CodeCode Available	5
Extracting Multiple-Relations in One-Pass with Pre-Trained Transformers	Feb 4, 2019	Relation ExtractionStructured Prediction	CodeCode Available	5
Flow-based Spatio-Temporal Structured Prediction of Motion Dynamics	Apr 9, 2021	motion predictionPrediction	CodeCode Available	5
A Structured Prediction Approach for Generalization in Cooperative Multi-Agent Reinforcement Learning	Oct 19, 2019	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Joint Event Extraction via Recurrent Neural Networks	Jun 1, 2016	Event ExtractionStructured Prediction	CodeCode Available	5
Convolutional Pose Machines	Jan 30, 2016	3D Human Pose EstimationCar Pose Estimation	CodeCode Available	5
Convolutional Color Constancy	Jul 2, 2015	Color Constancyobject-detection	CodeCode Available	5
Automatic measurement of vowel duration via structured prediction	Oct 26, 2016	PredictionStructured Prediction	CodeCode Available	5
Learning Graph-Structured Sum-Product Networks for Probabilistic Semantic Maps	Sep 24, 2017	Structured Prediction	CodeCode Available	5
Distilling Knowledge for Search-based Structured Prediction	May 29, 2018	Dependency ParsingMachine Translation	CodeCode Available	5
Automatic Pavement Crack Detection Based on Structured Prediction with the Convolutional Neural Network	Feb 1, 2018	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	CodeCode Available	5
Contextual Label Projection for Cross-Lingual Structured Prediction	Sep 16, 2023	Cross-Lingual TransferEvent Argument Extraction	CodeCode Available	5
Learning Randomly Perturbed Structured Predictors for Direct Loss Minimization	Jul 11, 2020	PredictionStructured Prediction	CodeCode Available	5
Estimation from Indirect Supervision with Linear Moments	Aug 10, 2016	Structured Prediction	CodeCode Available	5
An Empirical Investigation of Beam-Aware Training in Supertagging	Oct 10, 2020	Structured Prediction	CodeCode Available	5
Constraining Linear-chain CRFs to Regular Languages	Jun 14, 2021	Semantic Role LabelingStructured Prediction	CodeCode Available	5
Bandit Structured Prediction for Neural Sequence-to-Sequence Learning	Apr 21, 2017	Domain AdaptationMachine Translation	CodeCode Available	5
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error States	Jan 1, 2016	Dependency ParsingFeature Engineering	CodeCode Available	5
Dr.VOT : Measuring Positive and Negative Voice Onset Time in the Wild	Oct 27, 2019	Multi-Task LearningStructured Prediction	CodeCode Available	5
Bayesian Structured Prediction Using Gaussian Processes	Jul 15, 2013	Gaussian ProcessesPrediction	CodeCode Available	5
Consistent Structured Prediction with Max-Min Margin Markov Networks	Jul 2, 2020	Binary ClassificationGeneralization Bounds	CodeCode Available	5
Efficient Sub-structured Knowledge Distillation	Mar 9, 2022	Knowledge DistillationStructured Prediction	CodeCode Available	5

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CVAE	Negative CLL	71.8	—	Unverified