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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
Neural Networks Perform Sufficient Dimension Reduction
AAAI 2025
Integrating Multi-Source Data for Long Sequence Precipitation Forecasting
AAAI 2025
M2EIT: Multi-Domain Mixture of Experts for Robust Neural Inertial Tracking
ICCV 2025
Cross-Silo Feature Space Alignment for Federated Learning on Clients with Imbalanced Data
AAAI 2025
Efficient Few-Shot Neural Architecture Search by Counting the Number of Nonlinear Functions
AAAI 2025
A Robust Prototype-Based Network with Interpretable RBF Classifier Foundations
AAAI 2025
Rectified Lagrangian for Out-of-Distribution Detection in Modern Hopfield Networks
AAAI 2025
The Dynamic Duo of Collaborative Masking and Target for Advanced Masked Autoencoder Learning
AAAI 2025
GLAD: Improving Latent Graph Generative Modeling with Simple Quantization
AAAI 2025
Know2Vec: A Black-Box Proxy for Neural Network Retrieval
AAAI 2025
scMBERT: A Pre-Trained Deep Learning Model for Single-Cell Multiomic Data Representation and Prediction (Student Abstract)
AAAI 2025
Harnessing Robust Statistics for Trustworthy AI
AAAI 2025
Enhancing Aging Biomarker Research through Large Language Models and Knowledge Graphs (Student Abstract)
AAAI 2025
Sequential Preference Optimization: Multi-Dimensional Preference Alignment with Implicit Reward Modeling
AAAI 2025
Substitute Adjustment via Recovery of Latent Variables
JMLR 2025
Language Ranker: A Metric for Quantifying LLM Performance Across High and Low-Resource Languages
AAAI 2025
Linear Decoding of Morphology Relations in Language Models (Student Abstract)
AAAI 2025
Higher Order Structures for Graph Explanations
AAAI 2025
SECodec: Structural Entropy-based Compressive Speech Representation Codec for Speech Language Models
AAAI 2025
Multilingual Encoder Knows more than You Realize: Shared Weights Pretraining for Extremely Low-Resource Languages
ACL 2025
Code-switching Mediated Sentence-level Semantic Learning
AAAI 2025
GNS: Solving Plane Geometry Problems by Neural-Symbolic Reasoning with Multi-Modal LLMs
AAAI 2025
Partial Colexifications Improve Concept Embeddings
ACL 2025
Transformer Layers as Painters
AAAI 2025
Editing Memories Through Few Targeted Neurons
AAAI 2025
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