Optimization & Theory

DenseLoRA: Dense Low-Rank Adaptation of Large Language Models ACL 2025 DepthCues: Evaluating Monocular Depth Perception in Large Vision Models CVPR 2025 DeRainGS: Gaussian Splatting for Enhanced Scene Reconstruction in Rainy Environments AAAI 2025 Designing and Contextualising Probes for African Languages ACL 2025 Design Principle Transfer in Neural Architecture Search via Large Language Models AAAI 2025 Diff2Flow: Training Flow Matching Models via Diffusion Model Alignment CVPR 2025 Differentiable Adversarial Attacks for Marked Temporal Point Processes AAAI 2025 Differential Privacy Mechanisms in Neural Tangent Kernel Regression WACV 2025 DiffIM: Differentiable Influence Minimization with Surrogate Modeling and Continuous Relaxation AAAI 2025 DiffSkip: Differential Layer Skipping in Large Language Models ACL 2025 DiG: Scalable and Efficient Diffusion Models with Gated Linear Attention CVPR 2025 DiLQR: Differentiable Iterative Linear Quadratic Regulator via Implicit Differentiation ICML 2025 Distance between Relevant Information Pieces Causes Bias in Long-Context LLMs ACL 2025 Distilling Parallel Gradients for Fast ODE Solvers of Diffusion Models ICCV 2025 Distilling Structured Rationale from Large Language Models to Small Language Models for Abstractive Summarization AAAI 2025 Distributed Parallel Gradient Stacking(DPGS): Solving Whole Slide Image Stacking Challenge in Multi-Instance Learning ICML 2025 DiTAS: Quantizing Diffusion Transformers via Enhanced Activation Smoothing WACV 2025 DiTFastAttnV2: Head-wise Attention Compression for Multi-Modality Diffusion Transformers ICCV 2025 DIVE into MoE: Diversity-Enhanced Reconstruction of Large Language Models from Dense into Mixture-of-Experts ACL 2025 Diversity Explains Inference Scaling Laws: Through a Case Study of Minimum Bayes Risk Decoding ACL 2025 Divide and Orthogonalize: Efficient Continual Learning with Local Model Space Projection UAI 2025 DivPrune: Diversity-based Visual Token Pruning for Large Multimodal Models CVPR 2025 DMQ: Dissecting Outliers of Diffusion Models for Post-Training Quantization ICCV 2025 DnLUT: Ultra-Efficient Color Image Denoising via Channel-Aware Lookup Tables CVPR 2025 DocMamba: Efficient Document Pre-training with State Space Model AAAI 2025