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 201–225 of 639 papers

TitleStatusHype
A General Framework for Consistent Structured Prediction with Implicit Loss Embeddings—0
Sequence Labeling Approach to the Task of Sentence Boundary DetectionCode0
Predicting deliberative outcomes—0
Predicting deliberative outcomes—0
Active Learning in Video Tracking—0
Polynomial-Time Exact MAP Inference on Discrete Models with Global Dependencies—0
Deep imitation learning for molecular inverse problems—0
Learning Likelihoods with Conditional Normalizing FlowsCode0
Effective Decoding in Graph Auto-Encoder using Triadic Closure—0
Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-LabelingCode0
Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models—0
Sato: Contextual Semantic Type Detection in TablesCode0
Graph-to-Graph Transformer for Transition-based Dependency ParsingCode0
Improving Joint Training of Inference Networks and Structured Prediction Energy Networks—0
A General-Purpose Algorithm for Constrained Sequential Inference—0
Co-Generation with GANs using AIS based HMCCode0
Graph Structured Prediction Energy NetworksCode0
Predicting gait events from tibial acceleration in rearfoot running: a structured machine learning approach—0
Dr.VOT : Measuring Positive and Negative Voice Onset Time in the WildCode0
Structured Prediction with Projection OraclesCode0
A Search-based Neural Model for Biomedical Nested and Overlapping Event Detection—0
Structured Prediction Helps 3D Human Motion ModellingCode0
A Structured Prediction Approach for Generalization in Cooperative Multi-Agent Reinforcement LearningCode0
Text2Math: End-to-end Parsing Text into Math Expressions—0
Duality in RKHSs with Infinite Dimensional Outputs: Application to Robust Losses—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified