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 551–575 of 639 papers

TitleStatusHype
Extracting Multiple-Relations in One-Pass with Pre-Trained TransformersCode0
The Differentiable Cross-Entropy MethodCode0
Unsupervised Cross-Lingual Transfer of Structured Predictors without Source DataCode0
Deep Metric Learning via Lifted Structured Feature EmbeddingCode0
Learning the Relation between Code Features and Code Transforms with Structured PredictionCode0
A Structured Prediction Approach for Label RankingCode0
Deep Metric Learning via Facility LocationCode0
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFsCode0
An Empirical Investigation of Beam-Aware Training in SupertaggingCode0
Feasible Annotation Scheme for Capturing Policy Argument Reasoning using Argument TemplatesCode0
On the Robustness of Semantic Segmentation Models to Adversarial AttacksCode0
Feature Space Optimization for Semantic Video SegmentationCode0
Feedforward semantic segmentation with zoom-out featuresCode0
On the Use of ArXiv as a DatasetCode0
Stochastic Structured Prediction under Bandit FeedbackCode0
Flow-based Spatio-Temporal Structured Prediction of Motion DynamicsCode0
Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-LabelingCode0
UM-Adapt: Unsupervised Multi-Task Adaptation Using Adversarial Cross-Task DistillationCode0
Structured Prediction for Conditional Meta-LearningCode0
Frank-Wolfe Algorithms for Saddle Point ProblemsCode0
Free as in Free Word Order: An Energy Based Model for Word Segmentation and Morphological Tagging in SanskritCode0
Automatic measurement of vowel duration via structured predictionCode0
Learning Where to Sample in Structured PredictionCode0
Structural Knowledge Distillation: Tractably Distilling Information for Structured PredictorCode0
Commonly Uncommon: Semantic Sparsity in Situation RecognitionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified