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 101–150 of 639 papers

TitleStatusHype
An Online Algorithm for Learning over Constrained Latent Representations using Multiple Views—0
Calibrating Structured Output Predictors for Natural Language Processing—0
Candidate Constrained CRFs for Loss-Aware Structured Prediction—0
Canonical Correlation Inference for Mapping Abstract Scenes to Text—0
Capturing Dialogue State Variable Dependencies with an Energy-based Neural Dialogue State Tracker—0
A General Framework for Consistent Structured Prediction with Implicit Loss Embeddings—0
Efficient Multi-Template Learning for Structured Prediction—0
CLIP@UMD at SemEval-2016 Task 8: Parser for Abstract Meaning Representation using Learning to Search—0
Closed-Form Training of Mahalanobis Distance for Supervised Clustering—0
Clouds of Oriented Gradients for 3D Detection of Objects, Surfaces, and Indoor Scene Layouts—0
A Neural Probabilistic Structured-Prediction Model for Transition-Based Dependency Parsing—0
A Practical Perspective on Latent Structured Prediction for Coreference Resolution—0
Cocktail Party Processing via Structured Prediction—0
Bayesian Kernel Methods for Natural Language Processing—0
A Graph-Based Framework for Structured Prediction Tasks in Sanskrit—0
Combining Active Learning and Partial Annotation for Domain Adaptation of a Japanese Dependency Parser—0
A Projected Gradient Descent Method for CRF Inference allowing End-To-End Training of Arbitrary Pairwise Potentials—0
Compact Representation of Uncertainty in Clustering—0
Efficient and Consistent Adversarial Bipartite Matching—0
Complex Relations in a Deep Structured Prediction Model for Fine Image Segmentation—0
A Constrained Latent Variable Model for Coreference Resolution—0
Computing a partition function of a generalized pattern-based energy over a semiring—0
A Search-based Neural Model for Biomedical Nested and Overlapping Event Detection—0
Accelerating Stochastic Gradient Descent using Predictive Variance Reduction—0
Bandit Structured Prediction for Learning from Partial Feedback in Statistical Machine Translation—0
Consistent Multitask Learning with Nonlinear Output Relations—0
Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis—0
Document-level Event Extraction with Efficient End-to-end Learning of Cross-event Dependencies—0
Adversarial Structured Prediction for Multivariate Measures—0
Effective Decoding in Graph Auto-Encoder using Triadic Closure—0
An Embedding Framework for the Design and Analysis of Consistent Polyhedral Surrogates—0
Automatic Measurement of Pre-aspiration—0
A Boosted Semi-Markov Perceptron—0
Effectiveness of Function Matching in Driving Scene Recognition—0
Efficient Gradient Computation for Structured Output Learning with Rational and Tropical Losses—0
Efficient non-greedy optimization of decision trees—0
An Embedding Framework for Consistent Polyhedral Surrogates—0
Don't understand a measure? Learn it: Structured Prediction for Coreference Resolution optimizing its measures—0
A Unified Framework for Structured Prediction: From Theory to Practice—0
A Music Classification Model based on Metric Learning and Feature Extraction from MP3 Audio Files—0
A Consistent Regularization Approach for Structured Prediction—0
Doubly Reparameterized Importance Weighted Structure Learning for Scene Graph Generation—0
"A Tale of Two Movements": Identifying and Comparing Perspectives in #BlackLivesMatter and #BlueLivesMatter Movements-related Tweets using Weakly Supervised Graph-based Structured Prediction—0
A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs with a Costly max-Oracle—0
DeepSPIN: Deep Structured Prediction for Natural Language Processing—0
A Learning Error Analysis for Structured Prediction with Approximate Inference—0
Document Context Neural Machine Translation with Memory Networks—0
Deep Spatio-Temporal Random Fields for Efficient Video Segmentation—0
A Study of State Aliasing in Structured Prediction with RNNs—0
Distributionally Robust Graphical Models—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified