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 251–300 of 639 papers

TitleStatusHype
Benchmarking Approximate Inference Methods for Neural Structured PredictionCode0
Neural Program Planner for Structured Predictions—0
Buy 4 REINFORCE Samples, Get a Baseline for Free!—0
Learning proposals for sequential importance samplers using reinforced variational inference—0
Multi-agent query reformulation: Challenges and the role of diversity—0
Structured Knowledge Distillation for Dense PredictionCode0
Leveraging Low-Rank Relations Between Surrogate Tasks in Structured Prediction—0
Perturbation Based Learning for Structured NLP Tasks with Application to Dependency Parsing—0
Scaling Matters in Deep Structured-Prediction Models—0
A Smoother Way to Train Structured Prediction ModelsCode0
Bidirectional Inference Networks: A Class of Deep Bayesian Networks for Health Profiling—0
A General Theory for Structured Prediction with Smooth Convex Surrogates—0
Learning Hierarchical Interactions at Scale: A Convex Optimization ApproachCode0
Extracting Multiple-Relations in One-Pass with Pre-Trained TransformersCode0
Geometric Matrix Completion with Deep Conditional Random Fields—0
Learning with Fenchel-Young LossesCode0
Search-Guided, Lightly-supervised Training of Structured Prediction Energy Networks—0
Compact Representation of Uncertainty in Clustering—0
Efficient Gradient Computation for Structured Output Learning with Rational and Tropical Losses—0
Improved Dynamic Memory Network for Dialogue Act Classification with Adversarial Training—0
Distributionally Robust Graphical Models—0
Approximate Dynamic Oracle for Dependency Parsing with Reinforcement Learning—0
Feasible Annotation Scheme for Capturing Policy Argument Reasoning using Argument TemplatesCode0
Deep Structured Prediction with Nonlinear Output TransformationsCode0
Learning Beam Search Policies via Imitation LearningCode0
Robust Spoken Term Detection Automatically Adjusted for a Given Threshold—0
Learning Discriminators as Energy Networks in Adversarial Learning—0
Semantics as a Foreign Language—0
CaLcs: Continuously Approximating Longest Common Subsequence for Sequence Level Optimization—0
Better Transition-Based AMR Parsing with a Refined Search Space—0
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology ImagesCode0
Efficient Structured Surrogate Loss and Regularization in Structured Prediction—0
Quantum Algorithms for Structured Prediction—0
Free as in Free Word Order: An Energy Based Model for Word Segmentation and Morphological Tagging in SanskritCode0
Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach—0
Reasoning about Actions and State Changes by Injecting Commonsense KnowledgeCode0
Hierarchical Neural Networks for Sequential Sentence Classification in Medical Scientific AbstractsCode0
Pixel Objectness: Learning to Segment Generic Objects Automatically in Images and Videos—0
Helix: Accelerating Human-in-the-loop Machine Learning—0
Frame Semantics across Languages: Towards a Multilingual FrameNet—0
Integrating Tree Structures and Graph Structures with Neural Networks to Classify Discussion Discourse Acts—0
Memory Augmented Policy Optimization for Program Synthesis and Semantic ParsingCode0
A Structured Prediction Approach for Label RankingCode0
Deep Spatio-Temporal Random Fields for Efficient Video Segmentation—0
Efficient and Consistent Adversarial Bipartite Matching—0
Pre- and In-Parsing Models for Neural Empty Category Detection—0
Manifold Structured Prediction—0
Sparse Stochastic Zeroth-Order Optimization with an Application to Bandit Structured Prediction—0
Learn from Your Neighbor: Learning Multi-modal Mappings from Sparse Annotations—0
Localized Structured Prediction—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified