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 351–400 of 639 papers

TitleStatusHype
SegMix: A Simple Structure-Aware Data Augmentation Method—0
Semantic Loss Functions for Neuro-Symbolic Structured Prediction—0
Semantics as a Foreign Language—0
Semidefinite and Spectral Relaxations for Multi-Label Classification—0
Semi-supervised learning of local structured output predictors—0
Semi-supervised Learning with the EM Algorithm: A Comparative Study between Unstructured and Structured Prediction—0
Semi-supervised structured output prediction by local linear regression and sub-gradient descent—0
Sentence Compression with Joint Structural Inference—0
Senti-LSSVM: Sentiment-Oriented Multi-Relation Extraction with Latent Structural SVM—0
Sequence-based Structured Prediction for Semantic Parsing—0
Sequence Classification with Neural Conditional Random Fields—0
Sequence Segmentation Using Joint RNN and Structured Prediction Models—0
Set-to-Sequence Methods in Machine Learning: a Review—0
SHARP: Search-Based Adversarial Attack for Structured Prediction—0
SHEF-MIME: Word-level Quality Estimation Using Imitation Learning—0
Sidestepping Intractable Inference with Structured Ensemble Cascades—0
Sigma Flows for Image and Data Labeling and Learning Structured Prediction—0
Simultaneous Twin Kernel Learning using Polynomial Transformations for Structured Prediction—0
Quantum Algorithms for Structured Prediction—0
Softmax Q-Distribution Estimation for Structured Prediction: A Theoretical Interpretation for RAML—0
Sort by Structure: Language Model Ranking as Dependency Probing—0
Sparse Stochastic Zeroth-Order Optimization with an Application to Bandit Structured Prediction—0
SPARSE: Structured Prediction using Argument-Relative Structured Encoding—0
Spatial Language Understanding with Multimodal Graphs using Declarative Learning based Programming—0
SpeedMachines: Anytime Structured Prediction—0
MarkovGen: Structured Prediction for Efficient Text-to-Image Generation—0
Squibs: Arc-Eager Parsing with the Tree Constraint—0
Strategic Prediction with Latent Aggregative Games—0
StratLearner: Learning a Strategy for Misinformation Prevention in Social Networks—0
Structured and Localized Image Restoration—0
Structured Energy Network as a dynamic loss function. Case study. A case study with multi-label Classification—0
Structured Language Generation Model for Robust Structure Prediction—0
Structured Perceptron with Inexact Search—0
Structured Prediction by Conditional Risk Minimization—0
Structured Prediction Energy Networks—0
Structured Prediction for Joint Class Cardinality and Entity Property Inference in Model-Complete Text Comprehension—0
Structured Prediction: From Gaussian Perturbations to Linear-Time Principled Algorithms—0
Structured Prediction in NLP -- A survey—0
Structured Prediction in Online Learning—0
Structured Prediction of 3D Human Pose with Deep Neural Networks—0
Structured Prediction of Sequences and Trees using Infinite Contexts—0
Structured Prediction of Unobserved Voxels From a Single Depth Image—0
Structured Prediction Theory Based on Factor Graph Complexity—0
Structured Prediction using cGANs with Fusion Discriminator—0
Structured Prediction via Learning to Search under Bandit Feedback—0
Structured Prediction with Abstention via the Lovász Hinge—0
Structured Prediction with Output Embeddings for Semantic Image Annotation—0
Structured ranking learning using cumulative distribution networks—0
Structured Recommendation—0
Structured Set Matching Networks for One-Shot Part Labeling—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified