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Methodology
← Core Methods
Machine Learning
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Core Methods
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Embedding Learning
3751 directly classified papers
Papers per year
2001: 2
2002: 1
2003: 2
2004: 1
2005: 2
2006: 8
2007: 6
2008: 7
2009: 13
2010: 14
2011: 17
2012: 19
2013: 39
2014: 35
2015: 58
2016: 85
2017: 230
2018: 340
2019: 515
2020: 474
2021: 426
2022: 364
2023: 328
2024: 361
2025: 336
2026: 68
Papers
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones
NIPS 2021
Generalization Bounds for Graph Embedding Using Negative Sampling: Linear vs Hyperbolic
NIPS 2021
Residual2Vec: Debiasing graph embedding with random graphs
NIPS 2021
A$^2$-Net: Learning Attribute-Aware Hash Codes for Large-Scale Fine-Grained Image Retrieval
NIPS 2021
Modality-Agnostic Topology Aware Localization
NIPS 2021
Hierarchy-aware Label Semantics Matching Network for Hierarchical Text Classification
ACL 2021
Structure-aware Sentence Encoder in Bert-Based Siamese Network
ACL 2021
Online Graph Dictionary Learning
ICML 2021
Word Alignment by Fine-tuning Embeddings on Parallel Corpora
EACL 2021
Complementary Evidence Identification in Open-Domain Question Answering
EACL 2021
User Factor Adaptation for User Embedding via Multitask Learning
EACL 2021
Multi-task Learning Using a Combination of Contextualised and Static Word Embeddings for Arabic Sarcasm Detection and Sentiment Analysis
EACL 2021
An Identifiable Double VAE For Disentangled Representations
ICML 2021
Near-Optimal Representation Learning for Linear Bandits and Linear RL
ICML 2021
Low-dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
NIPS 2021
Generalized and Discriminative Few-Shot Object Detection via SVD-Dictionary Enhancement
NIPS 2021
A Method for Taxonomy-Aware Embeddings Evaluation (Student Abstract)
AAAI 2021
One-Sketch-for-All: Non-linear Random Features from Compressed Linear Measurements
AISTATS 2021
Self-Adaptable Point Processes with Nonparametric Time Decays
NIPS 2021
Unsupervised Sentence-embeddings by Manifold Approximation and Projection
EACL 2021
Convex Aggregation for Opinion Summarization
EMNLP 2021
NeuroMLR: Robust & Reliable Route Recommendation on Road Networks
NIPS 2021
UnClE: Explicitly Leveraging Semantic Similarity to Reduce the Parameters of Word Embeddings
EMNLP 2021
Adapting Entities across Languages and Cultures
EMNLP 2021
WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach
EMNLP 2021
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