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 226–250 of 639 papers

TitleStatusHype
UM-Adapt: Unsupervised Multi-Task Adaptation Using Adversarial Cross-Task DistillationCode0
Learning the Relation between Code Features and Code Transforms with Structured PredictionCode0
An Embedding Framework for Consistent Polyhedral Surrogates—0
Unsupervised Cross-Lingual Representation Learning—0
Approximate Inference in Structured Instances with Noisy Categorical Observations—0
A Study of State Aliasing in Structured Prediction with RNNs—0
Clouds of Oriented Gradients for 3D Detection of Objects, Surfaces, and Indoor Scene Layouts—0
Label-Agnostic Sequence Labeling by Copying Nearest NeighborsCode0
Exact inference in structured prediction—0
Minimax bounds for structured prediction—0
SPARSE: Structured Prediction using Argument-Relative Structured Encoding—0
Proceedings of the Third Workshop on Structured Prediction for NLP—0
Neural Chinese Address Parsing—0
A Study of Latent Structured Prediction Approaches to Passage Reranking—0
Structured Knowledge Distillation for Semantic SegmentationCode0
ODE-Inspired Network Design for Single Image Super-Resolution—0
Structured Output Learning with Conditional Generative FlowsCode1
A Music Classification Model based on Metric Learning and Feature Extraction from MP3 Audio Files—0
Strategic Prediction with Latent Aggregative Games—0
Outline Generation: Understanding the Inherent Content Structure of Documents—0
Prototypical Bregman Networks—0
On the Use of ArXiv as a DatasetCode0
Structured Prediction using cGANs with Fusion Discriminator—0
Personalized Bundle List Recommendation—0
Learning to Stop in Structured Prediction for Neural Machine Translation—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified