Application Areas

Efficient Fine-Tuning of Large Models via Nested Low-Rank Adaptation ICCV 2025 Efficient Generative Modeling with Residual Vector Quantization-Based Tokens ICML 2025 Efficient Graph Continual Learning via Lightweight Graph Neural Tangent Kernels-based Dataset Distillation ICML 2025 Efficient Heterogeneity-Aware Federated Active Data Selection ICML 2025 Efficient Image-to-Image Diffusion Classifier for Adversarial Robustness AAAI 2025 Efficient Inference for Large Language Models –Algorithm, Model, and System EMNLP 2025 Efficient Inter-Operator Scheduling for Concurrent Recommendation Model Inference on GPU IJCAI 2025 Efficient Knowledge Deletion from Trained Models Through Layer-wise Partial Machine Unlearning JMLR 2025 Efficient Layer-wise LLM Fine-tuning for Revision Intention Prediction EMNLP 2025 Efficient Learning with Sine-Activated Low-Rank Matrices ICLR 2025 Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling ICML 2025 Efficient LiDAR Reflectance Compression via Scanning Serialization ICML 2025 EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models CVPR 2025 Efficient Logit-based Knowledge Distillation of Deep Spiking Neural Networks for Full-Range Timestep Deployment ICML 2025 Efficient Long Context Fine-tuning with Chunk Flow ICML 2025 Efficient Long Context Language Model Retrieval with Compression ACL 2025 Efficient Low-Bit Quantization with Adaptive Scales for Multi-Task Co-Training ICLR 2025 Efficiently Editing Mixture-of-Experts Models with Compressed Experts EMNLP 2025 Efficiently Learning at Test-Time: Active Fine-Tuning of LLMs ICLR 2025 Efficiently Serving Large Multimodal Models Using EPD Disaggregation ICML 2025 Efficient Masked AutoEncoder for Video Object Counting and A Large-Scale Benchmark ICLR 2025 Efficient Model Development through Fine-tuning Transfer EMNLP 2025 Efficient Molecular Conformer Generation with SO(3)-Averaged Flow Matching and Reflow ICML 2025 EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image Registration WACV 2025 Efficient Motion-Aware Video MLLM CVPR 2025