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 76–100 of 639 papers

TitleStatusHype
Lazy-k: Decoding for Constrained Token ClassificationCode0
End-to-End Instance Segmentation with Recurrent AttentionCode0
A Fast and Scalable Joint Estimator for Integrating Additional Knowledge in Learning Multiple Related Sparse Gaussian Graphical ModelsCode0
Estimation from Indirect Supervision with Linear MomentsCode0
Dr.VOT : Measuring Positive and Negative Voice Onset Time in the WildCode0
Benchmarking Approximate Inference Methods for Neural Structured PredictionCode0
Distilling Knowledge for Search-based Structured PredictionCode0
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error StatesCode0
Bayesian Structured Prediction Using Gaussian ProcessesCode0
Adversarial Structure Matching for Structured Prediction TasksCode0
Dense and Low-Rank Gaussian CRFs Using Deep EmbeddingsCode0
Bandit Structured Prediction for Neural Sequence-to-Sequence LearningCode0
An Empirical Investigation of Beam-Aware Training in SupertaggingCode0
Diverse Probabilistic Trajectory Forecasting with Admissibility ConstraintsCode0
Deep Structured Prediction with Nonlinear Output TransformationsCode0
Detect, Replace, Refine: Deep Structured Prediction For Pixel Wise LabelingCode0
Efficient Sub-structured Knowledge DistillationCode0
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
Deep Sketched Output Kernel Regression for Structured PredictionCode0
Deep Structured Energy-Based Image InpaintingCode0
Beyond Data Samples: Aligning Differential Networks Estimation with Scientific KnowledgeCode0
Active Learning amidst Logical KnowledgeCode0
Evidence > Intuition: Transferability Estimation for Encoder SelectionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified