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Deep Learning
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Representation Learning
4516 directly classified 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
Towards Better Graph Representation Learning with Parameterized Decomposition & Filtering
ICML 2023
Swap and Predict – Predicting the Semantic Changes in Words across Corpora by Context Swapping
EMNLP 2023
Semi-Structured Object Sequence Encoders
EMNLP 2023
Unmasking the Hidden Meaning: Bridging Implicit and Explicit Hate Speech Embedding Representations
EMNLP 2023
Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression
ICML 2023
Topic-DPR: Topic-based Prompts for Dense Passage Retrieval
EMNLP 2023
DeltaScore: Fine-Grained Story Evaluation with Perturbations
EMNLP 2023
Measuring and Narrowing the Compositionality Gap in Language Models
EMNLP 2023
Lexical Repetitions Lead to Rote Learning: Unveiling the Impact of Lexical Overlap in Train and Test Reference Summaries
EMNLP 2023
Non-parallel Accent Transfer based on Fine-grained Controllable Accent Modelling
EMNLP 2023
RobustEmbed: Robust Sentence Embeddings Using Self-Supervised Contrastive Pre-Training
EMNLP 2023
IndiSocialFT: Multilingual Word Representation for Indian languages in code-mixed environment
EMNLP 2023
Improving Contrastive Learning of Sentence Embeddings with Focal InfoNCE
EMNLP 2023
Take Your Model Further: A General Post-refinement Network for Light Field Disparity Estimation via BadPix Correction
AAAI 2023
Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models
EMNLP 2023
One Is All: Bridging the Gap between Neural Radiance Fields Architectures with Progressive Volume Distillation
AAAI 2023
Scene-Level Sketch-Based Image Retrieval with Minimal Pairwise Supervision
AAAI 2023
RAFaRe: Learning Robust and Accurate Non-parametric 3D Face Reconstruction from Pseudo 2D&3D Pairs
AAAI 2023
Store and Fetch Immediately: Everything Is All You Need for Space-Time Video Super-resolution
AAAI 2023
High-Resolution Iterative Feedback Network for Camouflaged Object Detection
AAAI 2023
Leveraging Sub-class Discimination for Compositional Zero-Shot Learning
AAAI 2023
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning
AAAI 2023
dugMatting: Decomposed-Uncertainty-Guided Matting
ICML 2023
Understanding Translationese in Cross-Lingual Summarization
EMNLP 2023
CodeTransOcean: A Comprehensive Multilingual Benchmark for Code Translation
EMNLP 2023
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