Optimization & Theory

Efficient Diffusion as Low Light Enhancer CVPR 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 Fine-Tuning of Large Models via Nested Low-Rank Adaptation ICCV 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 Layer-wise LLM Fine-tuning for Revision Intention Prediction EMNLP 2025 EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models CVPR 2025 Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention ACL 2025 Efficient Neural Network Encoding for 3D Color Lookup Tables AAAI 2025 Efficient On-Device Text Simplification for Firefox with Synthetic Data Fine-Tuning EMNLP 2025 Efficient Parallel Training Methods for Spiking Neural Networks with Constant Time Complexity ICML 2025 Efficient Pretraining Data Selection for Language Models via Multi-Actor Collaboration ACL 2025 EfficientQAT: Efficient Quantization-Aware Training for Large Language Models ACL 2025 Efficient Real-time Refinement of Language Model Text Generation EMNLP 2025 Efficient Robustness Evaluation via Constraint Relaxation AAAI 2025 Efficient Speech Translation through Model Compression and Knowledge Distillation ACL 2025 Efficient Streaming Speech Quality Prediction with Spiking Neural Networks Interspeech 2025 Efficient Training of Neural Fractional-Order Differential Equation via Adjoint Backpropagation AAAI 2025 Efficient Universal Goal Hijacking with Semantics-guided Prompt Organization ACL 2025 Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments EMNLP 2025 EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality CVPR 2025 Efficient Vocabulary Reduction for Small Language Models COLING 2025 EIFBENCH: Extremely Complex Instruction Following Benchmark for Large Language Models EMNLP 2025