Representation Learning

LeCNet: A Legal Citation Network Benchmark Dataset AACL 2025 Lemmatizing Dialectal Arabic with Sequence-to-Sequence Models EMNLP 2025 LEMoN: Label Error Detection using Multimodal Neighbors ICML 2025 Length-Induced Embedding Collapse in PLM-based Models ACL 2025 Length Representations in Large Language Models EMNLP 2025 LESA: Learnable LLM Layer Scaling-Up ACL 2025 Less Is More: Adaptive Program Repair with Bug Localization and Preference Learning AAAI 2025 Less is More: Efficient Model Merging with Binary Task Switch CVPR 2025 Less is More: Federated Graph Learning with Alleviating Topology Heterogeneity from A Causal Perspective ICML 2025 Less is More: The Effectiveness of Compact Typological Language Representations EMNLP 2025 Less Mature is More Adaptable for Sentence-level Language Modeling ACL 2025 Let Samples Speak: Mitigating Spurious Correlation by Exploiting the Clusterness of Samples CVPR 2025 LETS Forecast: Learning Embedology for Time Series Forecasting ICML 2025 Leveraging 3D Gaussian for Temporal Knowledge Graph Embedding EMNLP 2025 Leveraging Constraint Violation Signals for Action Constrained Reinforcement Learning AAAI 2025 Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs AAAI 2025 Leveraging Large Language Models to Measure Gender Representation Bias in Gendered Language Corpora ACL 2025 Leveraging MLLM Embeddings and Attribute Smoothing for Compositional Zero-Shot Learning IJCAI 2025 Leveraging Multilingual Training for Authorship Representation: Enhancing Generalization across Languages and Domains EMNLP 2025 Leveraging Personalized PageRank and Higher-Order Topological Structures for Heterophily Mitigation in Graph Neural Networks IJCAI 2025 LEVOS: Leveraging Vocabulary Overlap with Sanskrit to Generate Technical Lexicons in Indian Languages ACL 2025 LexTempus: Enhancing Temporal Generalizability of Legal Language Models Through Dynamic Mixture of Experts ACL 2025 LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction EMNLP 2025 LieRE: Lie Rotational Positional Encodings ICML 2025 Lifelong Model Editing with Graph-Based External Memory ACL 2025