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 226–250 of 639 papers

TitleStatusHype
Type-aware Convolutional Neural Networks for Slot Filling—0
The Differentiable Cross-Entropy MethodCode0
Joint Event and Temporal Relation Extraction with Shared Representations and Structured Prediction—0
Phrase Grounding by Soft-Label Chain Conditional Random FieldCode0
Capturing Dialogue State Variable Dependencies with an Energy-based Neural Dialogue State Tracker—0
Learning Rich Representations For Structured Visual Prediction Tasks—0
Increasing the Generalisation Capacity of Conditional VAEs—0
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
Proceedings of the Third Workshop on Structured Prediction for NLP—0
SPARSE: Structured Prediction using Argument-Relative Structured Encoding—0
Structured Knowledge Distillation for Semantic SegmentationCode0
A Study of Latent Structured Prediction Approaches to Passage Reranking—0
ODE-Inspired Network Design for Single Image Super-Resolution—0
Neural Chinese Address Parsing—0
A Music Classification Model based on Metric Learning and Feature Extraction from MP3 Audio Files—0
Strategic Prediction with Latent Aggregative Games—0
Show:102550
← PrevPage 10 of 26Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified