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 351–400 of 639 papers

TitleStatusHype
A Joint Sequential and Relational Model for Frame-Semantic Parsing—0
Spatial Language Understanding with Multimodal Graphs using Declarative Learning based Programming—0
A Unified Framework for Structured Prediction: From Theory to Practice—0
Parametric Adversarial Divergences are Good Losses for Generative Modeling—0
Robust Conditional Probabilities—0
Knowledge Tracing in Sequential Learning of Inflected Vocabulary—0
Gradient-based Inference for Networks with Output Constraints—0
Houdini: Fooling Deep Structured Prediction Models—0
Few-Shot Learning Through an Information Retrieval Lens—0
Text-based Speaker Identification on Multiparty Dialogues Using Multi-document Convolutional Neural Networks—0
Don't understand a measure? Learn it: Structured Prediction for Coreference Resolution optimizing its measures—0
FusionSeg: Learning to Combine Motion and Appearance for Fully Automatic Segmentation of Generic Objects in Videos—0
Abstract Meaning Representation Parsing using LSTM Recurrent Neural NetworksCode0
Structured Recommendation—0
SEARNN: Training RNNs with Global-Local LossesCode0
Active Learning for Structured Prediction from Partially Labeled Data—0
Consistent Multitask Learning with Nonlinear Output Relations—0
Softmax Q-Distribution Estimation for Structured Prediction: A Theoretical Interpretation for RAML—0
Discrete Sequential Prediction of Continuous Actions for Deep RL—0
Deep Functional Maps: Structured Prediction for Dense Shape CorrespondenceCode0
Bandit Structured Prediction for Neural Sequence-to-Sequence LearningCode0
Temporal Action Localization by Structured Maximal Sums—0
A Structured Approach to Predicting Image Enhancement Parameters—0
Automatic Measurement of Pre-aspiration—0
Integer Linear Programming formulations in Natural Language Processing—0
Reconstructing the house from the ad: Structured prediction on real estate classifiedsCode0
An open-source tool for negation detection: a maximum-margin approach—0
A Practical Perspective on Latent Structured Prediction for Coreference Resolution—0
Imitation learning for structured prediction in natural language processing—0
Mastering Sketching: Adversarial Augmentation for Structured Prediction—0
End-to-End Learning for Structured Prediction Energy Networks—0
On Structured Prediction Theory with Calibrated Convex Surrogate LossesCode0
Belief Propagation in Conditional RBMs for Structured Prediction—0
Experiment Segmentation in Scientific Discourse as Clause-level Structured Prediction using Recurrent Neural NetworksCode0
A Projected Gradient Descent Method for CRF Inference allowing End-To-End Training of Arbitrary Pairwise Potentials—0
Pixel Objectness—0
FusionSeg: Learning to combine motion and appearance for fully automatic segmention of generic objects in videos—0
Learning to Prune: Exploring the Frontier of Fast and Accurate Parsing—0
Neural Networks for Joint Sentence Classification in Medical Paper AbstractsCode0
Detect, Replace, Refine: Deep Structured Prediction For Pixel Wise LabelingCode0
Deep Metric Learning via Facility LocationCode0
Commonly Uncommon: Semantic Sparsity in Situation RecognitionCode0
Learning to Search on Manifolds for 3D Pose Estimation of Articulated Objects—0
Aspect Based Sentiment Analysis using Sentiment Flow with Local and Non-local Neighbor Information—0
Imitation learning for language generation from unaligned data—0
Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation ExtractionCode0
Machine Learning for Metrical Analysis of English Poetry—0
Active learning with version spaces for object detection—0
Structured Prediction by Conditional Risk Minimization—0
A New Recurrent Neural CRF for Learning Non-linear Edge Features—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified