SOTAVerified

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

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Showing 151–200 of 639 papers

TitleStatusHype
Feedforward semantic segmentation with zoom-out featuresCode0
Dense and Low-Rank Gaussian CRFs Using Deep EmbeddingsCode0
Detect, Replace, Refine: Deep Structured Prediction For Pixel Wise LabelingCode0
Adversarial Constraint Learning for Structured PredictionCode0
A Unified View of Evaluation Metrics for Structured PredictionCode0
Beyond Data Samples: Aligning Differential Networks Estimation with Scientific KnowledgeCode0
Deep Functional Maps: Structured Prediction for Dense Shape CorrespondenceCode0
Flow-based Spatio-Temporal Structured Prediction of Motion DynamicsCode0
Graph Structured Prediction Energy NetworksCode0
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology ImagesCode0
Automatic measurement of vowel duration via structured predictionCode0
Learning Likelihoods with Conditional Normalizing FlowsCode0
Data-efficient Active Learning for Structured Prediction with Partial Annotation and Self-TrainingCode0
Automatic Pavement Crack Detection Based on Structured Prediction with the Convolutional Neural NetworkCode0
A Structured Prediction Approach for Label RankingCode0
Learning the Relation between Code Features and Code Transforms with Structured PredictionCode0
Structured Prediction for Conditional Meta-LearningCode0
An Empirical Investigation of Beam-Aware Training in SupertaggingCode0
Feasible Annotation Scheme for Capturing Policy Argument Reasoning using Argument TemplatesCode0
Bandit Structured Prediction for Neural Sequence-to-Sequence LearningCode0
Feature Space Optimization for Semantic Video SegmentationCode0
Dr.VOT : Measuring Positive and Negative Voice Onset Time in the WildCode0
Bayesian Structured Prediction Using Gaussian ProcessesCode0
Graph-to-Graph Transformer for Transition-based Dependency ParsingCode0
A Structured Prediction Approach for Generalization in Cooperative Multi-Agent Reinforcement LearningCode0
Convolutional Pose MachinesCode0
Convolutional Color ConstancyCode0
Neural Networks for Joint Sentence Classification in Medical Paper AbstractsCode0
Contextual Label Projection for Cross-Lingual Structured PredictionCode0
Extracting Multiple-Relations in One-Pass with Pre-Trained TransformersCode0
On the Discrepancy between Density Estimation and Sequence GenerationCode0
On the Robustness of Semantic Segmentation Models to Adversarial AttacksCode0
A Fast and Scalable Joint Estimator for Integrating Additional Knowledge in Learning Multiple Related Sparse Gaussian Graphical ModelsCode0
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error StatesCode0
Reasoning about Actions and State Changes by Injecting Commonsense KnowledgeCode0
Efficient Sub-structured Knowledge DistillationCode0
Constraining Linear-chain CRFs to Regular LanguagesCode0
Evidence > Intuition: Transferability Estimation for Encoder SelectionCode0
End-to-End Instance Segmentation with Recurrent AttentionCode0
ReSeg: A Recurrent Neural Network-based Model for Semantic SegmentationCode0
Estimation from Indirect Supervision with Linear MomentsCode0
Consistent Structured Prediction with Max-Min Margin Markov NetworksCode0
Experiment Segmentation in Scientific Discourse as Clause-level Structured Prediction using Recurrent Neural NetworksCode0
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFsCode0
Learning Fast-Mixing Models for Structured PredictionCode0
Sequence Labeling Approach to the Task of Sentence Boundary DetectionCode0
Consistent Multitask Learning with Nonlinear Output Relations—0
A Search-based Neural Model for Biomedical Nested and Overlapping Event Detection—0
Agreement on Target-bidirectional Neural Machine Translation—0
Computing a partition function of a generalized pattern-based energy over a semiring—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified