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

Showing 576600 of 639 papers

TitleStatusHype
Generative Code Modeling with GraphsCode0
Learning with Fenchel-Young LossesCode0
Sato: Contextual Semantic Type Detection in TablesCode0
The Structured Weighted Violations MIRACode0
PAC Prediction Sets for Large Language Models of CodeCode0
Lifting Weak Supervision To Structured PredictionCode0
Structured Convolutional Kernel Networks for Airline Crew SchedulingCode0
Video Summarization with Long Short-term MemoryCode0
Graph Structured Prediction Energy NetworksCode0
Graph-to-Graph Transformer for Transition-based Dependency ParsingCode0
Structured Knowledge Distillation for Dense PredictionCode0
Structured Knowledge Distillation for Semantic SegmentationCode0
Deep Functional Maps: Structured Prediction for Dense Shape CorrespondenceCode0
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology ImagesCode0
SEARNN: Training RNNs with Global-Local LossesCode0
Super-Resolution with Deep Convolutional Sufficient StatisticsCode0
Log-time and Log-space Extreme ClassificationCode0
Co-Generation with GANs using AIS based HMCCode0
Hierarchical Neural Networks for Sequential Sentence Classification in Medical Scientific AbstractsCode0
A Structured Prediction Approach for Generalization in Cooperative Multi-Agent Reinforcement LearningCode0
A Smoother Way to Train Structured Prediction ModelsCode0
Supertagging the Long Tail with Tree-Structured Decoding of Complex CategoriesCode0
Phrase Grounding by Soft-Label Chain Conditional Random FieldCode0
Mapping Images to Scene Graphs with Permutation-Invariant Structured PredictionCode0
A Probabilistic Generative Grammar for Semantic ParsingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8Unverified