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Representation Learning

18863 directly classified papers

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Papers

Sequential Preference Optimization: Multi-Dimensional Preference Alignment with Implicit Reward Modeling AAAI 2025
Harnessing Robust Statistics for Trustworthy AI AAAI 2025
Editing Memories Through Few Targeted Neurons AAAI 2025
Code-switching Mediated Sentence-level Semantic Learning AAAI 2025
DELTA: Pre-Train a Discriminative Encoder for Legal Case Retrieval via Structural Word Alignment AAAI 2025
scMBERT: A Pre-Trained Deep Learning Model for Single-Cell Multiomic Data Representation and Prediction (Student Abstract) AAAI 2025
GNS: Solving Plane Geometry Problems by Neural-Symbolic Reasoning with Multi-Modal LLMs AAAI 2025
A Compact Model for Mathematics Problem Representations Distilled from BERT AAAI 2025
Transformer Layers as Painters AAAI 2025
PetEVAL: A veterinary free text electronic health records benchmark ACL 2025
Mitigating Message Imbalance in Fraud Detection with Dual-View Graph Representation Learning IJCAI 2025
Multi-View Empowered Structural Graph Wordification for Language Models AAAI 2025
SECodec: Structural Entropy-based Compressive Speech Representation Codec for Speech Language Models AAAI 2025
Enhancing Aging Biomarker Research through Large Language Models and Knowledge Graphs (Student Abstract) AAAI 2025
Temporal-Aware Evaluation and Learning for Temporal Graph Neural Networks AAAI 2025
Is Your Image a Good Storyteller? AAAI 2025
Zero-resource Hallucination Detection for Text Generation via Graph-based Contextual Knowledge Triples Modeling AAAI 2025
Enhancing LLMs via High-Knowledge Data Selection AAAI 2025
CITI: Enhancing Tool Utilizing Ability in Large Language Models Without Sacrificing General Performance AAAI 2025
Identifying Query-Relevant Neurons in Large Language Models for Long-Form Texts AAAI 2025
QiMLP: Quantum-inspired Multilayer Perceptron with Strong Correlation Mining and Parameter Compression AAAI 2025
Small Language Model Makes an Effective Long Text Extractor AAAI 2025
LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning About Actions AAAI 2025
ID-GMLM: Intelligent Decision-Making with Integrated Graph Models and Large Language Models AAAI 2025
Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning AAAI 2025