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 326–350 of 639 papers

TitleStatusHype
Proximal Quasi-Newton for Computationally Intensive L1-regularized M-estimators—0
Prune-and-Score: Learning for Greedy Coreference Resolution—0
Query-Adaptive Predictive Inference with Partial Labels—0
Randomized Deep Structured Prediction for Discourse-Level Processing—0
Recognizing Salient Entities in Shopping Queries—0
Regularizing Text Categorization with Clusters of Words—0
Reinforcement and Imitation Learning via Interactive No-Regret Learning—0
Reliable Multimodal Trajectory Prediction via Error Aligned Uncertainty Optimization—0
Research on attention memory networks as a model for learning natural language inference—0
Resource Constrained Structured Prediction—0
Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach—0
Reward Augmented Maximum Likelihood for Neural Structured Prediction—0
Risk Minimization in Structured Prediction using Orbit Loss—0
Robobarista: Learning to Manipulate Novel Objects via Deep Multimodal Embedding—0
Robobarista: Object Part based Transfer of Manipulation Trajectories from Crowd-sourcing in 3D Pointclouds—0
Robust Conditional Probabilities—0
Robust Near-Isometric Matching via Structured Learning of Graphical Models—0
Robust Spoken Term Detection Automatically Adjusted for a Given Threshold—0
Safe Screening for Sparse Conditional Random Fields—0
Scalable Large-Margin Structured Learning: Theory and Algorithms—0
Scaling Matters in Deep Structured-Prediction Models—0
Search-Aware Tuning for Hierarchical Phrase-based Decoding—0
Search-based Structured Prediction—0
Search-Guided, Lightly-supervised Training of Structured Prediction Energy Networks—0
Second-Order Constrained Parametric Proposals and Sequential Search-Based Structured Prediction for Semantic Segmentation in RGB-D Images—0
Show:102550
← PrevPage 14 of 26Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified