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 451–475 of 639 papers

TitleStatusHype
Agreement on Target-bidirectional Neural Machine Translation—0
End-to-End Instance Segmentation with Recurrent AttentionCode0
Minding the Gaps for Block Frank-Wolfe Optimization of Structured SVMs—0
Video Summarization with Long Short-term MemoryCode0
Local Perturb-and-MAP for Structured Prediction—0
A Consistent Regularization Approach for Structured Prediction—0
Structured Prediction Theory Based on Factor Graph Complexity—0
Linear-memory and Decomposition-invariant Linearly Convergent Conditional Gradient Algorithm for Structured Polytopes—0
Structured Prediction of 3D Human Pose with Deep Neural Networks—0
Semi-supervised learning of local structured output predictors—0
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFsCode0
Resource Constrained Structured Prediction—0
The Structured Weighted Violations Perceptron Algorithm—0
Sequence Classification with Neural Conditional Random Fields—0
Convolutional Pose MachinesCode0
Bandit Structured Prediction for Learning from Partial Feedback in Statistical Machine Translation—0
Robobarista: Learning to Manipulate Novel Objects via Deep Multimodal Embedding—0
Learning Kernels for Structured Prediction using Polynomial Kernel Transformations—0
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error StatesCode0
Risk Minimization in Structured Prediction using Orbit Loss—0
Learning Ensembles of Potential Functions for Structured Prediction With Latent Variables—0
Inferring Interpersonal Relations in Narrative Summaries—0
Learning Structured Output Representation using Deep Conditional Generative ModelsCode0
Calibrated Structured PredictionCode0
Entropy-Based Latent Structured Output Prediction—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified