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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
Multi-Subspace Matrix Recovery from Permuted Data
AAAI 2025
DV-Matcher: Deformation-based Non-rigid Point Cloud Matching Guided by Pre-trained Visual Features
CVPR 2025
Disentangled Table-Graph Representation for Interpretable Transmission Line Fault Location
AAAI 2025
UniPre3D: Unified Pre-training of 3D Point Cloud Models with Cross-Modal Gaussian Splatting
CVPR 2025
Dynamic Head Selection for Neural Lexicalized Constituency Parsing
ACL 2025
Practicable Black-Box Evasion Attacks on Link Prediction in Dynamic Graphs—a Graph Sequential Embedding Method
AAAI 2025
A Parameter-Efficient and Fine-Grained Prompt Learning for Vision-Language Models
ACL 2025
Simulation-Free Hierarchical Latent Policy Planning for Proactive Dialogues
AAAI 2025
Bridging Training and Execution via Dynamic Directed Graph-Based Communication in Cooperative Multi-Agent Systems
AAAI 2025
Boosting Protein Graph Representations through Static-Dynamic Fusion
ICML 2025
STARS: A Unified Framework for Singing Transcription, Alignment, and Refined Style Annotation
ACL 2025
TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis
AAAI 2025
Ges3ViG : Incorporating Pointing Gestures into Language-Based 3D Visual Grounding for Embodied Reference Understanding
CVPR 2025
M2OST: Many-to-one Regression for Predicting Spatial Transcriptomics from Digital Pathology Images
AAAI 2025
Balancing Diversity and Risk in LLM Sampling: How to Select Your Method and Parameter for Open-Ended Text Generation
ACL 2025
Linear Decoding of Morphology Relations in Language Models (Student Abstract)
AAAI 2025
A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention
ICCV 2025
Infinite-dimensional Mahalanobis Distance with Applications to Kernelized Novelty Detection
JMLR 2025
Efficient Online Prediction for High-Dimensional Time Series via Joint Tensor Tucker Decomposition
JMLR 2025
The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs
JMLR 2025
Flashback: Memory Mechanism for Enhancing Memory Efficiency and Speed in Deep Sequential Models
COLING 2025
Reasoning Graph Enhanced Exemplars Retrieval for In-Context Learning
COLING 2025
GAProtoNet: A Multi-head Graph Attention-based Prototypical Network for Interpretable Text Classification
COLING 2025
Investigating Psychometric Predictive Power of Syntactic Attention
ACL 2025
CNC: Cross-modal Normality Constraint for Unsupervised Multi-class Anomaly Detection
AAAI 2025
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