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 151–200 of 639 papers

TitleStatusHype
Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models—0
A Consistent Regularization Approach for Structured Prediction—0
Forest Reranking through Subtree Ranking—0
Dialogue Act Recognition via CRF-Attentive Structured Network—0
Differentiable Dynamic Programming for Structured Prediction and Attention—0
An Embedding Framework for Consistent Polyhedral Surrogates—0
FusionSeg: Learning to Combine Motion and Appearance for Fully Automatic Segmentation of Generic Objects in Videos—0
Direct Shape Regression Networks for End-to-End Face Alignment—0
Discovering Hypernymy Relations using Text Layout—0
Discrete Sequential Prediction of Continuous Actions for Deep RL—0
Discriminative Metric Learning by Neighborhood Gerrymandering—0
Discriminative Segmental Cascades for Feature-Rich Phone Recognition—0
Adversarial Structured Prediction for Multivariate Measures—0
Distributed Training of Structured SVM—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
DiverseNet: When One Right Answer is not Enough—0
Bandit Structured Prediction for Learning from Partial Feedback in Statistical Machine Translation—0
Document Context Neural Machine Translation with Memory Networks—0
Feature Noising for Log-Linear Structured Prediction—0
Don't understand a measure? Learn it: Structured Prediction for Coreference Resolution optimizing its measures—0
Doubly Reparameterized Importance Weighted Structure Learning for Scene Graph Generation—0
Bayesian Kernel Methods for Natural Language Processing—0
Dual Coordinate Descent Algorithms for Efficient Large Margin Structured Prediction—0
Dynamic Feature Selection for Dependency Parsing—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
Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis—0
Efficient and Consistent Adversarial Bipartite Matching—0
Document-level Event Extraction with Efficient End-to-end Learning of Cross-event Dependencies—0
Efficient Gradient Computation for Structured Output Learning with Rational and Tropical Losses—0
Efficient multiple hyperparameter learning for log-linear models—0
Efficient Multi-Template Learning for Structured Prediction—0
A Learning Error Analysis for Structured Prediction with Approximate Inference—0
Beyond MLE: Investigating SEARNN for Low-Resourced Neural Machine Translation—0
Efficient Structured Surrogate Loss and Regularization in Structured Prediction—0
Bidirectional Inference Networks: A Class of Deep Bayesian Networks for Health Profiling—0
Emotion-Conditioned Text Generation through Automatic Prompt Optimization—0
Few-Shot Learning Through an Information Retrieval Lens—0
Book Review: Linguistic Structure Prediction by Noah A. Smith—0
End-to-End Learning for Structured Prediction Energy Networks—0
Deep Spatio-Temporal Random Fields for Efficient Video Segmentation—0
A Study of State Aliasing in Structured Prediction with RNNs—0
A Study of Latent Structured Prediction Approaches to Passage Reranking—0
Energy Disaggregation via Discriminative Sparse Coding—0
Understanding the Effect of Algorithm Transparency of Model Explanations in Text-to-SQL Semantic Parsing—0
Ensemble Distillation for Structured Prediction: Calibrated, Accurate, Fast-Choose Three—0
Entropy-Based Latent Structured Output Prediction—0
Fast View Synthesis with Deep Stereo Vision—0
Estimating Spatial Layout of Rooms using Volumetric Reasoning about Objects and Surfaces—0
Findings of the 2012 Workshop on Statistical Machine Translation—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified