Efficient Computing

Mamba YOLO: A Simple Baseline for Object Detection with State Space Model AAAI 2025 MaskVD: Region Masking for Efficient Video Object Detection WACV 2025 MBQ: Modality-Balanced Quantization for Large Vision-Language Models CVPR 2025 MDP: Multidimensional Vision Model Pruning with Latency Constraint CVPR 2025 MEET: Towards Memory-Efficient Temporal Sparse Deep Neural Networks CVPR 2025 MegaFusion: Extend Diffusion Models towards Higher-Resolution Image Generation without Further Tuning WACV 2025 Memory-Efficient Backpropagation for Fine-Tuning LLMs on Resource-Constrained Mobile Devices EMNLP 2025 Memory-Efficient Optimization with Factorized Hamiltonian Descent AISTATS 2025 MeRino: Entropy-Driven Design for Generative Language Models on IoT Devices AAAI 2025 MIND over Body: Adaptive Thinking using Dynamic Computation ICLR 2025 Minimal Interaction Seperated Tuning: A New Paradigm for Visual Adaptation CVPR 2025 Mitigate Position Bias in LLMs via Scaling a Single Hidden States Channel ACL 2025 Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding ACL 2025 Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization EMNLP 2025 MLAAN: Scaling Supervised Local Learning with Multilaminar Leap Augmented Auxiliary Network AAAI 2025 MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models ACL 2025 MobiLoRA: Accelerating LoRA-based LLM Inference on Mobile Devices via Context-aware KV Cache Optimization ACL 2025 MobiZO: Enabling Efficient LLM Fine-Tuning at the Edge via Inference Engines EMNLP 2025 MoDec-GS: Global-to-Local Motion Decomposition and Temporal Interval Adjustment for Compact Dynamic 3D Gaussian Splatting CVPR 2025 mPLUG-DocOwl2: High-resolution Compressing for OCR-free Multi-page Document Understanding ACL 2025 MT2ST: Adaptive Multi-Task to Single-Task Learning ACL 2025 Multi-Branch Self-Drafting for LLM Inference Acceleration AAAI 2025 NanoCodec: Towards High-Quality Ultra Fast Speech LLM Inference Interspeech 2025 Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention ACL 2025 No Pains, More Gains: Recycling Sub-Salient Patches for Efficient High-Resolution Image Recognition CVPR 2025