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 126–150 of 639 papers

Title	Date	Tasks	Status	Score
A Smoother Way to Train Structured Prediction Models	Feb 8, 2019	named-entity-recognitionNamed Entity Recognition	CodeCode Available	5
Graph-to-Graph Transformer for Transition-based Dependency Parsing	Nov 8, 2019	Dependency ParsingStructured Prediction	CodeCode Available	5
Flow-based Spatio-Temporal Structured Prediction of Motion Dynamics	Apr 9, 2021	motion predictionPrediction	CodeCode Available	5
Feedforward semantic segmentation with zoom-out features	Dec 2, 2014	SegmentationSemantic Segmentation	CodeCode Available	5
Frank-Wolfe Algorithms for Saddle Point Problems	Oct 25, 2016	Structured Prediction	CodeCode Available	5
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFs	Mar 28, 2016	Image SegmentationPrediction	CodeCode Available	5
Deep Metric Learning via Lifted Structured Feature Embedding	Nov 19, 2015	Metric LearningStructured Prediction	CodeCode Available	5
Deep Metric Learning via Facility Location	Dec 5, 2016	ClusteringMetric Learning	CodeCode Available	5
Feasible Annotation Scheme for Capturing Policy Argument Reasoning using Argument Templates	Nov 1, 2018	Argument MiningDocument Summarization	CodeCode Available	5
Free as in Free Word Order: An Energy Based Model for Word Segmentation and Morphological Tagging in Sanskrit	Sep 5, 2018	Morphological TaggingSegmentation	CodeCode Available	5
Estimation from Indirect Supervision with Linear Moments	Aug 10, 2016	Structured Prediction	CodeCode Available	5
Evidence > Intuition: Transferability Estimation for Encoder Selection	Oct 20, 2022	Structured Prediction	CodeCode Available	5
Deep Functional Maps: Structured Prediction for Dense Shape Correspondence	Apr 27, 2017	Structured Prediction	CodeCode Available	5
Experiment Segmentation in Scientific Discourse as Clause-level Structured Prediction using Recurrent Neural Networks	Feb 17, 2017	Structured Prediction	CodeCode Available	5
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology Images	Sep 29, 2018	Generative Adversarial NetworkSegmentation	CodeCode Available	5
A Structured Prediction Approach for Label Ranking	Jul 6, 2018	Predictionregression	CodeCode Available	5
Structured Prediction for Conditional Meta-Learning	Feb 20, 2020	Few-Shot LearningMeta-Learning	CodeCode Available	5
Efficient Sub-structured Knowledge Distillation	Mar 9, 2022	Knowledge DistillationStructured Prediction	CodeCode Available	5
End-to-End Instance Segmentation with Recurrent Attention	May 30, 2016	Autonomous DrivingImage Captioning	CodeCode Available	5
Deep Sketched Output Kernel Regression for Structured Prediction	Jun 13, 2024	Cross-Modal RetrievalPrediction	CodeCode Available	5
Extracting Multiple-Relations in One-Pass with Pre-Trained Transformers	Feb 4, 2019	Relation ExtractionStructured Prediction	CodeCode Available	5
Feature Space Optimization for Semantic Video Segmentation	Jun 1, 2016	SegmentationStructured Prediction	CodeCode Available	5
Deep Structured Energy-Based Image Inpainting	Jan 24, 2018	Image InpaintingStructured Prediction	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
Convolutional Pose Machines	Jan 30, 2016	3D Human Pose EstimationCar Pose Estimation	CodeCode Available	5

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Benchmark Results

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