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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 639 papers

TitleStatusHype
Calibrated Structured PredictionCode0
An Empirical Investigation of Beam-Aware Training in SupertaggingCode0
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
CF-OPT: Counterfactual Explanations for Structured PredictionCode0
Classical Structured Prediction Losses for Sequence to Sequence LearningCode0
Automatic measurement of vowel duration via structured predictionCode0
Graph-to-Graph Transformer for Transition-based Dependency ParsingCode0
Input Convex Neural NetworksCode0
Learning Graph-Structured Sum-Product Networks for Probabilistic Semantic MapsCode0
A Unified View of Evaluation Metrics for Structured PredictionCode0
On Structured Prediction Theory with Calibrated Convex Surrogate LossesCode0
Frank-Wolfe Algorithms for Saddle Point ProblemsCode0
Co-Generation with GANs using AIS based HMCCode0
A Probabilistic Generative Grammar for Semantic ParsingCode0
Commonly Uncommon: Semantic Sparsity in Situation RecognitionCode0
PAC Prediction Sets for Large Language Models of CodeCode0
A Graph Is More Than Its Nodes: Towards Structured Uncertainty-Aware Learning on GraphsCode0
Reciprocal Supervised Learning Improves Neural Machine TranslationCode0
Adversarial Constraint Learning for Structured PredictionCode0
Reducing Model Churn: Stable Re-training of Conversational AgentsCode0
Conditional Random Field Autoencoders for Unsupervised Structured PredictionCode0
Conformal Structured PredictionCode0
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired DataCode0
Flow-based Spatio-Temporal Structured Prediction of Motion DynamicsCode0
Free as in Free Word Order: An Energy Based Model for Word Segmentation and Morphological Tagging in SanskritCode0
Feasible Annotation Scheme for Capturing Policy Argument Reasoning using Argument TemplatesCode0
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFsCode0
Feature Space Optimization for Semantic Video SegmentationCode0
Deep Sketched Output Kernel Regression for Structured PredictionCode0
Deep Metric Learning via Lifted Structured Feature EmbeddingCode0
Deep Metric Learning via Facility LocationCode0
Feedforward semantic segmentation with zoom-out featuresCode0
Generative Code Modeling with GraphsCode0
Estimation from Indirect Supervision with Linear MomentsCode0
Deep Functional Maps: Structured Prediction for Dense Shape CorrespondenceCode0
End-to-End Instance Segmentation with Recurrent AttentionCode0
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology ImagesCode0
Data-efficient Active Learning for Structured Prediction with Partial Annotation and Self-TrainingCode0
A Structured Prediction Approach for Label RankingCode0
Structured Prediction for Conditional Meta-LearningCode0
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error StatesCode0
Efficient Sub-structured Knowledge DistillationCode0
Evidence > Intuition: Transferability Estimation for Encoder SelectionCode0
Extracting Multiple-Relations in One-Pass with Pre-Trained TransformersCode0
A Survey of Active Learning for Natural Language ProcessingCode0
Deep Structured Energy-Based Image InpaintingCode0
A Structured Prediction Approach for Generalization in Cooperative Multi-Agent Reinforcement LearningCode0
Convolutional Pose MachinesCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified