Deep Learning

Efficient Domain Continual pretraining by Mitigating the Stability Gap ACL 2025 Efficient Duple Perturbation Robustness in Low-rank MDPs L4DC 2025 Efficient Dynamic Graphs Learning with Refined Batch Parallel Training IJCAI 2025 Efficient Dynamic Scene Editing via 4D Gaussian-based Static-Dynamic Separation CVPR 2025 Efficient Ensemble for Fine-tuning Language Models on Multiple Datasets ACL 2025 Efficient Event-Based Object Detection: A Hybrid Neural Network with Spatial and Temporal Attention CVPR 2025 Efficient Event-Based Semantic Segmentation via Exploiting Frame-Event Fusion: A Hybrid Neural Network Approach AAAI 2025 Efficient Event Camera Data Pretraining with Adaptive Prompt Fusion ICCV 2025 Efficient Few-Shot Neural Architecture Search by Counting the Number of Nonlinear Functions AAAI 2025 Efficient Fine-Grained Guidance for Diffusion Model Based Symbolic Music Generation ICML 2025 Efficient Fine-Tuning of Large Models via Nested Low-Rank Adaptation ICCV 2025 Efficient Gaussian Splatting for Monocular Dynamic Scene Rendering via Sparse Time-Variant Attribute Modeling AAAI 2025 Efficient Generative Modeling with Residual Vector Quantization-Based Tokens ICML 2025 Efficient Graph Bandit Learning with Side-Observations and Switching Constraints AAAI 2025 Efficient Graph Continual Learning via Lightweight Graph Neural Tangent Kernels-based Dataset Distillation ICML 2025 Efficient Image-to-Image Diffusion Classifier for Adversarial Robustness AAAI 2025 Efficient Indoor Depth Completion Network Using Mask-adaptive Gated Convolution AAAI 2025 Efficient Inference for Large Language Models –Algorithm, Model, and System EMNLP 2025 Efficient Input-level Backdoor Defense on Text-to-Image Synthesis via Neuron Activation Variation ICCV 2025 Efficient Inter-Operator Scheduling for Concurrent Recommendation Model Inference on GPU IJCAI 2025 Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution AAAI 2025 Efficient Layer-wise LLM Fine-tuning for Revision Intention Prediction EMNLP 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