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 101–125 of 639 papers

Title	Date	Tasks	Status	Score
End-to-End Instance Segmentation with Recurrent Attention	May 30, 2016	Autonomous DrivingImage Captioning	CodeCode Available	5
Automatic measurement of vowel duration via structured prediction	Oct 26, 2016	PredictionStructured Prediction	CodeCode Available	5
Efficient Sub-structured Knowledge Distillation	Mar 9, 2022	Knowledge DistillationStructured Prediction	CodeCode Available	5
Joint Stochastic Approximation and Its Application to Learning Discrete Latent Variable Models	May 28, 2020	Structured Prediction	CodeCode Available	5
A PAC-Bayesian Perspective on Structured Prediction with Implicit Loss Embeddings	Dec 7, 2020	Generalization BoundsPrediction	CodeCode Available	5
CF-OPT: Counterfactual Explanations for Structured Prediction	May 28, 2024	counterfactualPrediction	CodeCode Available	5
Evidence > Intuition: Transferability Estimation for Encoder Selection	Oct 20, 2022	Structured Prediction	CodeCode Available	5
Learning Constrained Structured Spaces with Application to Multi-Graph Matching	May 3, 2022	Graph MatchingStructured Prediction	CodeCode Available	5
Learning Fast-Mixing Models for Structured Prediction	Feb 24, 2015	PredictionStructured Prediction	CodeCode Available	5
Learning Graph-Structured Sum-Product Networks for Probabilistic Semantic Maps	Sep 24, 2017	Structured Prediction	CodeCode Available	5
Graph Structured Prediction Energy Networks	Oct 31, 2019	PredictionStructured Prediction	CodeCode Available	5
Coalescing Global and Local Information for Procedural Text Understanding	Aug 26, 2022	Procedural Text UnderstandingStructured Prediction	CodeCode Available	5
A Unified View of Evaluation Metrics for Structured Prediction	Oct 20, 2023	PredictionRelation Extraction	CodeCode Available	5
Diverse Probabilistic Trajectory Forecasting with Admissibility Constraints	Feb 7, 2023	DiversityMotion Planning	CodeCode Available	5
Co-Generation with GANs using AIS based HMC	Oct 31, 2019	Structured Prediction	CodeCode Available	5
A Probabilistic Generative Grammar for Semantic Parsing	Jun 20, 2016	Natural Language UnderstandingSemantic Parsing	CodeCode Available	5
Adversarial Constraint Learning for Structured Prediction	May 27, 2018	Pose EstimationPrediction	CodeCode Available	5
Log-time and Log-space Extreme Classification	Nov 7, 2016	ClassificationGeneral Classification	CodeCode Available	5
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired Data	Feb 27, 2018	Image SegmentationSemantic Segmentation	CodeCode Available	5
Distilling Knowledge for Search-based Structured Prediction	May 29, 2018	Dependency ParsingMachine Translation	CodeCode Available	5
Deep Structured Prediction with Nonlinear Output Transformations	Nov 1, 2018	PredictionSemantic Segmentation	CodeCode Available	5
Dense and Low-Rank Gaussian CRFs Using Deep Embeddings	Oct 1, 2017	GPUHuman Part Segmentation	CodeCode Available	5
Deep Sketched Output Kernel Regression for Structured Prediction	Jun 13, 2024	Cross-Modal RetrievalPrediction	CodeCode Available	5
Conformal Structured Prediction	Oct 8, 2024	Conformal Predictionimage-classification	CodeCode Available	5
Deep Structured Energy-Based Image Inpainting	Jan 24, 2018	Image InpaintingStructured Prediction	CodeCode Available	5

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Benchmark Results

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