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 501–550 of 639 papers

TitleStatusHype
Thread-Level Information for Comment Classification in Community Question Answering—0
Scalable Large-Margin Structured Learning: Theory and Algorithms—0
A Coactive Learning View of Online Structured Prediction in Statistical Machine Translation—0
Distributed Training of Structured SVM—0
Deeply Learning the Messages in Message Passing Inference—0
Semidefinite and Spectral Relaxations for Multi-Label Classification—0
Discovering Hypernymy Relations using Text Layout—0
Lisbon: Evaluating TurboSemanticParser on Multiple Languages and Out-of-Domain Data—0
Active Learning for Structured Probabilistic Models With Histogram Approximation—0
HC-Search for Structured Prediction in Computer Vision—0
Second-Order Constrained Parametric Proposals and Sequential Search-Based Structured Prediction for Semantic Segmentation in RGB-D Images—0
Learning Where to Sample in Structured PredictionCode0
The Logic of AMR: Practical, Unified, Graph-Based Sentence Semantics for NLP—0
Hands-on Learning to Search for Structured Prediction—0
Transforming Dependencies into Phrase StructuresCode0
Robobarista: Object Part based Transfer of Manipulation Trajectories from Crowd-sourcing in 3D Pointclouds—0
Improving Object Detection with Deep Convolutional Networks via Bayesian Optimization and Structured Prediction—0
Structured Prediction of Sequences and Trees using Infinite Contexts—0
Bethe Projections for Non-Local Inference—0
Learning Fast-Mixing Models for Structured PredictionCode0
Optimizing Text Quantifiers for Multivariate Loss Functions—0
Learning to Search Better Than Your Teacher—0
Latent Structures for Coreference Resolution—0
Candidate Constrained CRFs for Loss-Aware Structured Prediction—0
Learning Multi-target Tracking with Quadratic Object Interactions—0
Feedforward semantic segmentation with zoom-out featuresCode0
Learning Distributed Representations for Structured Output Prediction—0
Learning Mixtures of Submodular Functions for Image Collection Summarization—0
Structure Regularization for Structured Prediction—0
Object Localization based on Structural SVM using Privileged Information—0
Discriminative Metric Learning by Neighborhood Gerrymandering—0
Learning to Search in Branch and Bound Algorithms—0
Structure Regularization for Structured Prediction: Theories and Experiments—0
Submodular meets Structured: Finding Diverse Subsets in Exponentially-Large Structured Item Sets—0
Conditional Random Field Autoencoders for Unsupervised Structured PredictionCode0
Prune-and-Score: Learning for Greedy Coreference Resolution—0
Constructing Information Networks Using One Single Model—0
Tight Error Bounds for Structured Prediction—0
Metric Learning for Temporal Sequence Alignment—0
Marginal Structured SVM with Hidden Variables—0
A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs with a Costly max-Oracle—0
Learning to Summarise Related Sentences—0
Priberam: A Turbo Semantic Parser with Second Order Features—0
Proximal Quasi-Newton for Computationally Intensive L1-regularized M-estimators—0
Reinforcement and Imitation Learning via Interactive No-Regret Learning—0
Multi-utility Learning: Structured-output Learning with Multiple Annotation-specific Loss Functions—0
Techniques for Learning Binary Stochastic Feedforward Neural Networks—0
Zero-shot Entity Extraction from Web Pages—0
Representation Learning for Text-level Discourse ParsingCode0
Simultaneous Twin Kernel Learning using Polynomial Transformations for Structured Prediction—0
Show:102550
← PrevPage 11 of 13Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified