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Representation Learning

18863 directly classified papers

Papers per year

Papers

GNS: Solving Plane Geometry Problems by Neural-Symbolic Reasoning with Multi-Modal LLMs AAAI 2025
Editing Memories Through Few Targeted Neurons AAAI 2025
HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding AAAI 2025
LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning About Actions AAAI 2025
C3oT: Generating Shorter Chain-of-Thought Without Compromising Effectiveness 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
Boosting Short Text Classification with Multi-Source Information Exploration and Dual-Level Contrastive Learning AAAI 2025
DELTA: Pre-Train a Discriminative Encoder for Legal Case Retrieval via Structural Word Alignment AAAI 2025
SpikingSSMs: Learning Long Sequences with Sparse and Parallel Spiking State Space Models AAAI 2025
Rethinking Large Language Model Architectures for Sequential Recommendations IJCNLP 2025
QiMLP: Quantum-inspired Multilayer Perceptron with Strong Correlation Mining and Parameter Compression AAAI 2025
Multilingual Encoder Knows more than You Realize: Shared Weights Pretraining for Extremely Low-Resource Languages ACL 2025
Language Arithmetics: Towards Systematic Language Neuron Identification and Manipulation IJCNLP 2025
AutoSGNN: Automatic Propagation Mechanism Discovery for Spectral Graph Neural Networks AAAI 2025
Identifying Query-Relevant Neurons in Large Language Models for Long-Form Texts AAAI 2025
Uncertainty-Aware Contrastive Learning with Hard Negative Sampling for Code Search Tasks AAAI 2025
TicTac: Time-aware Supervised Fine-tuning for Automatic Text Dating ACL 2025
Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning AAAI 2025
Self-supervised Learning of Hybrid Part-aware 3D Representations of 2D Gaussians and Superquadrics ICCV 2025
LEVOS: Leveraging Vocabulary Overlap with Sanskrit to Generate Technical Lexicons in Indian Languages ACL 2025
Do Vision-Language Models Have Internal World Models? Towards an Atomic Evaluation ACL 2025
ID-GMLM: Intelligent Decision-Making with Integrated Graph Models and Large Language Models AAAI 2025
Small Language Model Makes an Effective Long Text Extractor AAAI 2025