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Representation Learning

4516 directly classified papers

Papers per year

Papers

On Effects of Steering Latent Representation for Large Language Model Unlearning AAAI 2025
COMM: Concentrated Margin Maximization for Robust Document-Level Relation Extraction AAAI 2025
Knowledge in Superposition: Unveiling the Failures of Lifelong Knowledge Editing for Large Language Models AAAI 2025
Graph Structure Refinement with Energy-based Contrastive Learning AAAI 2025
SemVink: Advancing VLMs’ Semantic Understanding of Optical Illusions via Visual Global Thinking EMNLP 2025
Class and Attribute-Aware Logit Adjustment for Generalized Long-Tail Learning AAAI 2025
ICE-T: Interactions-aware Cross-column Contrastive Embedding for Heterogeneous Tabular Datasets AAAI 2025
Expressive Power of Temporal Message Passing AAAI 2025
DLF: Disentangled-Language-Focused Multimodal Sentiment Analysis AAAI 2025
OTLRM: Orthogonal Learning-based Low-Rank Metric for Multi-Dimensional Inverse Problems AAAI 2025
APAR: Modeling Irregular Target Functions in Tabular Regression via Arithmetic-Aware Pre-Training and Adaptive-Regularized Fine-Tuning AAAI 2025
Structured IB: Improving Information Bottleneck with Structured Feature Learning AAAI 2025
SATA: Spatial Autocorrelation Token Analysis for Enhancing the Robustness of Vision Transformers CVPR 2025
SMEC:Rethinking Matryoshka Representation Learning for Retrieval Embedding Compression EMNLP 2025
Behaviour Preference Regression for Offline Reinforcement Learning AAAI 2025
SAP: Corrective Machine Unlearning with Scaled Activation Projection for Label Noise Robustness AAAI 2025
DomCLP: Domain-wise Contrastive Learning with Prototype Mixup for Unsupervised Domain Generalization AAAI 2025
FedMSGL: A Self-Expressive Hypergraph Based Federated Multi-View Learning AAAI 2025
Destroy and Repair Using Hyper-Graphs for Routing AAAI 2025
On the Power of Convolution-Augmented Transformer AAAI 2025
Deep Evidential Hashing for Trustworthy Cross-Modal Retrieval AAAI 2025
Towards Scalable and Deep Graph Neural Networks via Noise Masking AAAI 2025
Learning Cross-Domain Representations for Transferable Drug Perturbations on Single-Cell Transcriptional Responses AAAI 2025
TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis AAAI 2025
Emergence-Inspired Multi-Granularity Causal Learning AAAI 2025