Structured Prediction

The Classics at SemEval-2026 Task 3: Combining Transformer Models and LLM-Generated Annotations for Dimensional Aspect-Based Sentiment Analysis SemEval 2026 Learning Identifiable Structures Helps Avoid Bias in DNN-based Supervised Causal Learning AISTATS 2025 CrossBeam: Learning to Search in Bottom-Up Program Synthesis ICLR 2022 Semantic Probabilistic Layers for Neuro-Symbolic Learning NeurIPS 2022 Structured Energy Network As a Loss NeurIPS 2022 A New Representation for Span-based CCG Parsing EMNLP 2021 Learning Better Structured Representations Using Low-rank Adaptive Label Smoothing ICLR 2021 Neural Learning of One-of-Many Solutions for Combinatorial Problems in Structured Output Spaces ICLR 2021 Adversarial Localized Energy Network for Structured Prediction AAAI 2020 Torch-Struct: Deep Structured Prediction Library ACL 2020 A Search-based Neural Model for Biomedical Nested and Overlapping Event Detection EMNLP 2019 Deep Structured Prediction for Facial Landmark Detection NeurIPS 2019 Joint Event and Temporal Relation Extraction with Shared Representations and Structured Prediction EMNLP 2019 Search-Guided, Lightly-Supervised Training of Structured Prediction Energy Networks NeurIPS 2019 Deep Spatio-Temporal Random Fields for Efficient Video Segmentation CVPR 2018 Distilling Knowledge for Search-based Structured Prediction ACL 2018 Learning Deep Structured Active Contours End-to-End CVPR 2018 Mapping Images to Scene Graphs with Permutation-Invariant Structured Prediction NeurIPS 2018 SEARNN: Training RNNs with global-local losses ICLR 2018 Deep Structured Learning for Facial Action Unit Intensity Estimation CVPR 2017 Non-parametric Structured Output Networks NeurIPS 2017 Reward Augmented Maximum Likelihood for Neural Structured Prediction NeurIPS 2016 Deep Convolutional Neural Fields for Depth Estimation From a Single Image CVPR 2015 Efficient Non-greedy Optimization of Decision Trees NeurIPS 2015 Second-Order Constrained Parametric Proposals and Sequential Search-Based Structured Prediction for Semantic Segmentation in RGB-D Images CVPR 2015