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Representation Learning

48 papers

Papers per year

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29

Papers

From Graphs to Hypergraphs: Enhancing Aspect-Term Sentiment Analysis via Multi-Level Relational Modeling ACL 2026
Representing Lean Proofs as Trajectories in Latent Space ACL 2026
Diffusion-Pretrained Dense and Contextual Embeddings ACL 2026
UM–ProtoShare: UNet-Guided, Multi-scale Shared Prototypes for Interpretable Brain Tumour Classification Using Multi-sequence 3D MRI MIDL 2026
On the Relation Between Fine-Tuning, Topological Properties, and Task Performance in Sense-Enhanced Embeddings ACL 2025
Dialog2Flow: Pre-training Soft-Contrastive Action-Driven Sentence Embeddings for Automatic Dialog Flow Extraction EMNLP 2024
Layout Representation Learning with Spatial and Structural Hierarchies AAAI 2023
TeAST: Temporal Knowledge Graph Embedding via Archimedean Spiral Timeline ACL 2023
A Rotated Hyperbolic Wrapped Normal Distribution for Hierarchical Representation Learning NIPS 2022
Meta-Complementing the Semantics of Short Texts in Neural Topic Models NIPS 2022
Syntax-guided Contrastive Learning for Pre-trained Language Model ACL 2022
Instance Regularization for Discriminative Language Model Pre-training EMNLP 2022
Learning One Representation to Optimize All Rewards NIPS 2021
Continual General Chunking Problem and SyncMap AAAI 2021
A Deep Decomposable Model for Disentangling Syntax and Semantics in Sentence Representation EMNLP 2021
CaSPR: Learning Canonical Spatiotemporal Point Cloud Representations NIPS 2020
Hypernym Detection Using Strict Partial Order Networks AAAI 2020
S3VAE: Self-Supervised Sequential VAE for Representation Disentanglement and Data Generation CVPR 2020
Unsupervised Distillation of Syntactic Information from Contextualized Word Representations EMNLP 2020
Unseen Word Representation by Aligning Heterogeneous Lexical Semantic Spaces AAAI 2019
GILBO: One Metric to Measure Them All NIPS 2018
Adversarial Contrastive Estimation ACL 2018
Integrating Recurrence Dynamics for Speech Emotion Recognition INTERSPEECH 2018