Representation Learning

Delay-DSGN: A Dynamic Spiking Graph Neural Network with Delay Mechanisms for Evolving Graph ICML 2025 Deliberate Reasoning in Language Models as Structure-Aware Planning with an Accurate World Model ACL 2025 Deliberation in Latent Space via Differentiable Cache Augmentation ICML 2025 Delta Decompression for MoE-based LLMs Compression ICML 2025 DELTA: Pre-Train a Discriminative Encoder for Legal Case Retrieval via Structural Word Alignment AAAI 2025 Dementia Through Different Eyes: Explainable Modeling of Human and LLM Perceptions for Early Awareness EMNLP 2025 DeMo: Decoupled Feature-Based Mixture of Experts for Multi-Modal Object Re-Identification AAAI 2025 DeMo: Deep Motion Field Consensus with Learnable Kernels for Two-view Correspondence Learning AAAI 2025 Demons in the Detail: On Implementing Load Balancing Loss for Training Specialized Mixture-of-Expert Models ACL 2025 Demystifying Singular Defects in Large Language Models ICML 2025 DeNC: Unleash Neural Codecs in Video Streaming with Diffusion Enhancement AAAI 2025 Denoised Attention and Question-Augmented Representations for Knowledge Tracing IJCAI 2025 Dense Retrievers Can Fail on Simple Queries: Revealing The Granularity Dilemma of Embeddings EMNLP 2025 Density estimation with LLMs: a geometric investigation of in-context learning trajectories ICLR 2025 Dependency Parsing-Based Syntactic Enhancement of Relation Extraction in Scientific Texts EMNLP 2025 DepthCues: Evaluating Monocular Depth Perception in Large Vision Models CVPR 2025 DeRAGEC: Denoising Named Entity Candidates with Synthetic Rationale for ASR Error Correction ACL 2025 DERI: Cross-Modal ECG Representation Learning with Deep ECG-Report Interaction IJCAI 2025 Derivational Probing: Unveiling the Layer-wise Derivation of Syntactic Structures in Neural Language Models CoNLL 2025 Descriptive and Discriminative Document Identifiers for Generative Retrieval AAAI 2025 Design Choices for Extending the Context Length of Visual Language Models ACL 2025 Designing and Contextualising Probes for African Languages ACL 2025 Detecting Hallucination in Large Language Models Through Deep Internal Representation Analysis IJCAI 2025 Detecting Illicit Massage Businesses by Leveraging Graph Machine Learning IJCAI 2025 Detecting LLM Hallucination Through Layer-wise Information Deficiency: Analysis of Ambiguous Prompts and Unanswerable Questions EMNLP 2025