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Deep Learning
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Representation Learning
4,516 papers
Papers per year
2006: 7
2007: 2
2008: 7
2009: 1
2010: 5
2011: 9
2012: 20
2013: 37
2014: 51
2015: 47
2016: 86
2017: 197
2018: 322
2019: 499
2020: 569
2021: 521
2022: 608
2023: 552
2024: 535
2025: 432
2026: 9
Papers
Adaptive Label Smoothing with Self-Knowledge in Natural Language Generation
EMNLP 2022
Kernel-Whitening: Overcome Dataset Bias with Isotropic Sentence Embedding
EMNLP 2022
GammaE: Gamma Embeddings for Logical Queries on Knowledge Graphs
EMNLP 2022
Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives
AAAI 2022
Learning Disentangled Attribute Representations for Robust Pedestrian Attribute Recognition
AAAI 2022
A Repetitive Spectrum Learning Framework for Monaural Speech Enhancement in Extremely Low SNR Environments (Student Abstract)
AAAI 2022
Shrinking Temporal Attention in Transformers for Video Action Recognition
AAAI 2022
Open World Classification with Adaptive Negative Samples
EMNLP 2022
IsoVec: Controlling the Relative Isomorphism of Word Embedding Spaces
EMNLP 2022
Towards Robust k-Nearest-Neighbor Machine Translation
EMNLP 2022
SimMIM: A Simple Framework for Masked Image Modeling
CVPR 2022
A Robust Bias Mitigation Procedure Based on the Stereotype Content Model
EMNLP 2022
Learning from the Dark: Boosting Graph Convolutional Neural Networks with Diverse Negative Samples
AAAI 2022
Interact, Embed, and EnlargE: Boosting Modality-Specific Representations for Multi-Modal Person Re-identification
AAAI 2022
Exploiting Invariance in Training Deep Neural Networks
AAAI 2022
DIRL: Domain-Invariant Representation Learning for Generalizable Semantic Segmentation
AAAI 2022
A Vocabulary-Free Multilingual Neural Tokenizer for End-to-End Task Learning
ACL 2022
Long Text Generation with Topic-aware Discrete Latent Variable Model
EMNLP 2022
Automatic Scene-based Topic Channel Construction System for E-Commerce
EMNLP 2022
Multi-Vector Models with Textual Guidance for Fine-Grained Scientific Document Similarity
NAACL 2022
StepGame: A New Benchmark for Robust Multi-Hop Spatial Reasoning in Texts
AAAI 2022
HEGEL: Hypergraph Transformer for Long Document Summarization
EMNLP 2022
Fine-Tuning Pre-trained Transformers into Decaying Fast Weights
EMNLP 2022
Being Friends Instead of Adversaries: Deep Networks Learn from Data Simplified by Other Networks
AAAI 2022
Frequency-Aware Contrastive Learning for Neural Machine Translation
AAAI 2022
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