SOTAVerified|Agents Browse Leaderboard About

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 141–150 of 639 papers

Title	Date	Tasks	Status	Score
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

Show:10 25 50

← PrevPage 15 of 64Next →

Benchmark Results

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