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

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Showing 201–225 of 639 papers

TitleStatusHype
A Graph-Based Framework for Structured Prediction Tasks in Sanskrit—0
Cocktail Party Processing via Structured Prediction—0
A Primal-Dual Message-Passing Algorithm for Approximated Large Scale Structured Prediction—0
CMU at SemEval-2016 Task 8: Graph-based AMR Parsing with Infinite Ramp Loss—0
A Practical Perspective on Latent Structured Prediction for Coreference Resolution—0
A General Theory for Structured Prediction with Smooth Convex Surrogates—0
Active Learning for Structured Probabilistic Models With Histogram Approximation—0
Accelerating Stochastic Gradient Descent using Predictive Variance Reduction—0
Clouds of Oriented Gradients for 3D Detection of Objects, Surfaces, and Indoor Scene Layouts—0
Closed-Form Training of Mahalanobis Distance for Supervised Clustering—0
Approximate Inference in Structured Instances with Noisy Categorical Observations—0
CLIP@UMD at SemEval-2016 Task 8: Parser for Abstract Meaning Representation using Learning to Search—0
Fast View Synthesis with Deep Stereo Vision—0
Classical Structured Prediction Losses for Sequence to Sequence Learning—0
Approximate Dynamic Oracle for Dependency Parsing with Reinforcement Learning—0
A General-Purpose Algorithm for Constrained Sequential Inference—0
Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning—0
Feature Noising for Log-Linear Structured Prediction—0
Fast and Exact: ADMM-Based Discriminative Shape Segmentation with Loopy Part Models—0
Capturing Dialogue State Variable Dependencies with an Energy-based Neural Dialogue State Tracker—0
Few-Shot Learning Through an Information Retrieval Lens—0
Findings of the 2012 Workshop on Statistical Machine Translation—0
Fairness constraints can help exact inference in structured prediction—0
Backpropagation of Unrolled Solvers with Folded Optimization—0
Extracting Relations between Non-Standard Entities using Distant Supervision and Imitation Learning—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified