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

Showing 101125 of 639 papers

TitleStatusHype
End-to-End Instance Segmentation with Recurrent AttentionCode0
Hierarchical Neural Networks for Sequential Sentence Classification in Medical Scientific AbstractsCode0
Automatic Pavement Crack Detection Based on Structured Prediction with the Convolutional Neural NetworkCode0
An Empirical Exploration of Local Ordering Pre-training for Structured PredictionCode0
Automatic measurement of vowel duration via structured predictionCode0
CF-OPT: Counterfactual Explanations for Structured PredictionCode0
Classical Structured Prediction Losses for Sequence to Sequence LearningCode0
Joint Stochastic Approximation and Its Application to Learning Discrete Latent Variable ModelsCode0
Lazy-k: Decoding for Constrained Token ClassificationCode0
Dr.VOT : Measuring Positive and Negative Voice Onset Time in the WildCode0
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error StatesCode0
Coalescing Global and Local Information for Procedural Text UnderstandingCode0
Flow-based Spatio-Temporal Structured Prediction of Motion DynamicsCode0
A Unified View of Evaluation Metrics for Structured PredictionCode0
Detect, Replace, Refine: Deep Structured Prediction For Pixel Wise LabelingCode0
A Probabilistic Generative Grammar for Semantic ParsingCode0
Commonly Uncommon: Semantic Sparsity in Situation RecognitionCode0
Learning the Relation between Code Features and Code Transforms with Structured PredictionCode0
Adversarial Constraint Learning for Structured PredictionCode0
Lifting Weak Supervision To Structured PredictionCode0
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired DataCode0
Dense and Low-Rank Gaussian CRFs Using Deep EmbeddingsCode0
Beyond Data Samples: Aligning Differential Networks Estimation with Scientific KnowledgeCode0
Conformal Structured PredictionCode0
Deep Structured Energy-Based Image InpaintingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8Unverified