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 451–475 of 639 papers

TitleStatusHype
Minimax bounds for structured prediction—0
Zero-shot Entity Extraction from Web Pages—0
Exact inference in structured prediction—0
Predicting gait events from tibial acceleration in rearfoot running: a structured machine learning approach—0
Understanding the Effect of Algorithm Transparency of Model Explanations in Text-to-SQL Semantic Parsing—0
A Boosted Semi-Markov Perceptron—0
Accelerating Stochastic Gradient Descent using Predictive Variance Reduction—0
A Coactive Learning View of Online Structured Prediction in Statistical Machine Translation—0
A Consistent Regularization Approach for Structured Prediction—0
A Constrained Latent Variable Model for Coreference Resolution—0
Active Learning for Structured Prediction from Partially Labeled Data—0
Active Learning for Structured Probabilistic Models With Histogram Approximation—0
Active Learning in Video Tracking—0
Active learning with version spaces for object detection—0
A Discriminative Graph-Based Parser for the Abstract Meaning Representation—0
Adversarial Structured Prediction for Multivariate Measures—0
A Fenchel-Young Loss Approach to Data-Driven Inverse Optimization—0
A Fully Convolutional Neural Network based Structured Prediction Approach Towards the Retinal Vessel Segmentation—0
A General Framework for Consistent Structured Prediction with Implicit Loss Embeddings—0
A General-Purpose Algorithm for Constrained Sequential Inference—0
A General Theory for Structured Prediction with Smooth Convex Surrogates—0
A Graph-Based Framework for Structured Prediction Tasks in Sanskrit—0
Agreement on Target-bidirectional Neural Machine Translation—0
A Hybrid Loss for Multiclass and Structured Prediction—0
A Joint Model of Rhetorical Discourse Structure and Summarization—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified