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 201–250 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
Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models—0
Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-LabelingCode0
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
Graph Structured Prediction Energy NetworksCode0
Co-Generation with GANs using AIS based HMCCode0
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
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
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified