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 301350 of 639 papers

TitleStatusHype
Part-Based Visual Tracking with Online Latent Structural Learning0
Partial Inference in Structured Prediction0
Partially Observed Maximum Entropy Discrimination Markov Networks0
Perceptron-like Algorithms and Generalization Bounds for Learning to Rank0
Personalized Bundle List Recommendation0
Perturbation Based Learning for Structured NLP Tasks with Application to Dependency Parsing0
P4E: Few-Shot Event Detection as Prompt-Guided Identification and Localization0
Pixel Objectness0
Pixel Objectness: Learning to Segment Generic Objects Automatically in Images and Videos0
Plug Latent Structures and Play Coreference Resolution0
Portuguese Named Entity Recognition using Conditional Random Fields and Local Grammars0
Posterior regularization for Joint Modeling of Multiple Structured Prediction Tasks with Soft Constraints0
Pre- and In-Parsing Models for Neural Empty Category Detection0
Predict and Constrain: Modeling Cardinality in Deep Structured Prediction0
Predicting deliberative outcomes0
Predicting deliberative outcomes0
Predicting Structures in NLP: Constrained Conditional Models and Integer Linear Programming in NLP0
Predicting Through Generation: Why Generation Is Better for Prediction0
Predictive Inference with Weak Supervision0
Priberam: A Turbo Semantic Parser with Second Order Features0
Proceedings of the 2nd Workshop on Structured Prediction for Natural Language Processing0
Proceedings of the Third Workshop on Structured Prediction for NLP0
Proceedings of the Workshop on Structured Prediction for NLP0
Prompting Language Models for Linguistic Structure0
Prototypical Bregman Networks0
Proximal Quasi-Newton for Computationally Intensive L1-regularized M-estimators0
Prune-and-Score: Learning for Greedy Coreference Resolution0
Query-Adaptive Predictive Inference with Partial Labels0
Randomized Deep Structured Prediction for Discourse-Level Processing0
Recognizing Salient Entities in Shopping Queries0
Regularizing Text Categorization with Clusters of Words0
Reinforcement and Imitation Learning via Interactive No-Regret Learning0
Reliable Multimodal Trajectory Prediction via Error Aligned Uncertainty Optimization0
Research on attention memory networks as a model for learning natural language inference0
Resource Constrained Structured Prediction0
Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach0
Reward Augmented Maximum Likelihood for Neural Structured Prediction0
Risk Minimization in Structured Prediction using Orbit Loss0
Robobarista: Learning to Manipulate Novel Objects via Deep Multimodal Embedding0
Robobarista: Object Part based Transfer of Manipulation Trajectories from Crowd-sourcing in 3D Pointclouds0
Robust Conditional Probabilities0
Robust Near-Isometric Matching via Structured Learning of Graphical Models0
Robust Spoken Term Detection Automatically Adjusted for a Given Threshold0
Safe Screening for Sparse Conditional Random Fields0
Scalable Large-Margin Structured Learning: Theory and Algorithms0
Scaling Matters in Deep Structured-Prediction Models0
Search-Aware Tuning for Hierarchical Phrase-based Decoding0
Search-based Structured Prediction0
Search-Guided, Lightly-supervised Training of Structured Prediction Energy Networks0
Second-Order Constrained Parametric Proposals and Sequential Search-Based Structured Prediction for Semantic Segmentation in RGB-D Images0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8Unverified