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Methodology
← Core Methods
Machine Learning
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Core Methods
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Representation Learning
18863 directly classified papers
Papers per year
2000: 2
2001: 4
2002: 2
2003: 18
2004: 4
2005: 9
2006: 62
2007: 61
2008: 74
2009: 73
2010: 96
2011: 103
2012: 131
2013: 283
2014: 255
2015: 295
2016: 426
2017: 691
2018: 1066
2019: 1798
2020: 1830
2021: 2207
2022: 2109
2023: 2560
2024: 2177
2025: 1926
2026: 601
Papers
Efficient Online Prediction for High-Dimensional Time Series via Joint Tensor Tucker Decomposition
JMLR 2025
The Learning Dynamics of Subword Segmentation for Morphologically Diverse Languages
IJCNLP 2025
PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification
AAAI 2025
Condensing Action Segmentation Datasets via Generative Network Inversion
CVPR 2025
Adaptive Multi-Faceted Service Capabilities Co-Prediction for Nationwide Terminal Stations in Logistics
AAAI 2025
SIFT-50M: A Large-Scale Multilingual Dataset for Speech Instruction Fine-Tuning
ACL 2025
wavCSE: Learning Fixed-size Unified Speech Embeddings via Feature-based Multi-Task Learning
IJCNLP 2025
Learning First-Order Logic Rules for Argumentation Mining
ACL 2025
HateNet-BN at BLP-2025 Task 1: A Hierarchical Attention Approach for Bangla Hate Speech Detection
IJCNLP 2025
A Review of Quantum Computing Approaches to Semantic Search and Text Classification in Natural Language Processing
IJCNLP 2025
Change3D: Revisiting Change Detection and Captioning from A Video Modeling Perspective
CVPR 2025
Less Mature is More Adaptable for Sentence-level Language Modeling
ACL 2025
Cross-Linguistic Phonological Similarity Analysis in Sign Languages Using HamNoSys
IJCNLP 2025
Deep Variational Multivariate Information Bottleneck - A Framework for Variational Losses
JMLR 2025
Quad-Pixel Image Defocus Deblurring: A New Benchmark and Model
CVPR 2025
The Knowledge Microscope: Features as Better Analytical Lenses than Neurons
ACL 2025
Logical Table-to-Text Generation: Challenges, Methods, and Reasoning
IJCNLP 2025
Structure-Aware Chunking for Abstractive Summarization of Long Legal Documents
IJCNLP 2025
GG-SSMs: Graph-Generating State Space Models
CVPR 2025
Upcycling Instruction Tuning from Dense to Mixture-of-Experts via Parameter Merging
ACL 2025
Deep Change Monitoring: A Hyperbolic Representative Learning Framework and a Dataset for Long-term Fine-grained Tree Change Detection
CVPR 2025
How Your Location Relates to Health: Variable Importance and Interpretable Machine Learning for Environmental and Sociodemographic Data
AAAI 2025
Scaling ResNets in the Large-depth Regime
JMLR 2025
Middle-Layer Representation Alignment for Cross-Lingual Transfer in Fine-Tuned LLMs
ACL 2025
L3TC: Leveraging RWKV for Learned Lossless Low-Complexity Text Compression
AAAI 2025
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