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 76–100 of 639 papers

TitleStatusHype
An Introduction to Conditional Random Fields—0
A Fully Convolutional Neural Network based Structured Prediction Approach Towards the Retinal Vessel Segmentation—0
Brundlefly at SemEval-2016 Task 12: Recurrent Neural Networks vs. Joint Inference for Clinical Temporal Information Extraction—0
Boosting Information Extraction Systems with Character-level Neural Networks and Free Noisy Supervision—0
An Improved Non-monotonic Transition System for Dependency Parsing—0
Predicting gait events from tibial acceleration in rearfoot running: a structured machine learning approach—0
Computing a partition function of a generalized pattern-based energy over a semiring—0
Constructing Information Networks Using One Single Model—0
A New Smooth Approximation to the Zero One Loss with a Probabilistic Interpretation—0
A New Recurrent Neural CRF for Learning Non-linear Edge Features—0
A Fenchel-Young Loss Approach to Data-Driven Inverse Optimization—0
Better Transition-Based AMR Parsing with a Refined Search Space—0
Bethe Projections for Non-Local Inference—0
A New Framework for Sign Language Recognition based on 3D Handshape Identification and Linguistic Modeling—0
Belief Propagation in Conditional RBMs for Structured Prediction—0
Beyond MLE: Investigating SEARNN for Low-Resourced Neural Machine Translation—0
Bidirectional Inference Networks: A Class of Deep Bayesian Networks for Health Profiling—0
Blending Learning and Inference in Structured Prediction—0
Book Review: Linguistic Structure Prediction by Noah A. Smith—0
A New Corpus and Imitation Learning Framework for Context-Dependent Semantic Parsing—0
Compact Representation of Uncertainty in Clustering—0
Comparative Analysis between Notations to Classify Named Entities using Conditional Random Fields—0
Brundlefly at SemEval-2016 Task 12: Recurrent Neural Networks vs. Joint Inference for Clinical Temporal Information Extraction—0
Buy 4 REINFORCE Samples, Get a Baseline for Free!—0
A Neural Probabilistic Structured-Prediction Model for Transition-Based Dependency Parsing—0
Show:102550
← PrevPage 4 of 26Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified