← Optimization & Theory
Deep Learning › Optimization & Theory ›

Efficient Computing

1253 directly classified papers

Papers per year

Papers

A Semantic-Aware Layer-Freezing Approach to Computation-Efficient Fine-Tuning of Language Models ACL 2025
Smarter, Not Harder: Training-Free Adaptive Computation for Transformers ACL 2025
RemDet: Rethinking Efficient Model Design for UAV Object Detection AAAI 2025
FSTA-SNN:Frequency-Based Spatial-Temporal Attention Module for Spiking Neural Networks AAAI 2025
LayerAct: Advanced Activation Mechanism for Robust Inference of CNNs AAAI 2025
BDA-UC3M @ BioLaySumm: Efficient Lay Summarization with Small-Scale SoTA LLMs ACL 2025
ViG: Linear-complexity Visual Sequence Learning with Gated Linear Attention AAAI 2025
Dynamic Operator Optimization for Efficient Multi-Tenant LoRA Model Serving AAAI 2025
MaskVD: Region Masking for Efficient Video Object Detection WACV 2025
Accelerating Dense LLMs via L0-regularized Mixture-of-Experts ACL 2025
EOV-Seg: Efficient Open-Vocabulary Panoptic Segmentation AAAI 2025
MeRino: Entropy-Driven Design for Generative Language Models on IoT Devices AAAI 2025
MLAAN: Scaling Supervised Local Learning with Multilaminar Leap Augmented Auxiliary Network AAAI 2025
Inference-Scale Complexity in ANN-SNN Conversion for High-Performance and Low-Power Applications CVPR 2025
MegaFusion: Extend Diffusion Models towards Higher-Resolution Image Generation without Further Tuning WACV 2025
On Probabilistic Truncation in Privacy-preserving Machine Learning AAAI 2025
LSNet: See Large, Focus Small CVPR 2025
HSI: A Holistic Style Injector for Arbitrary Style Transfer CVPR 2025
Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention ACL 2025
Design Principle Transfer in Neural Architecture Search via Large Language Models AAAI 2025
QiMeng-GEMM: Automatically Generating High-Performance Matrix Multiplication Code by Exploiting Large Language Models AAAI 2025
Ferret: An Efficient Online Continual Learning Framework under Varying Memory Constraints CVPR 2025
E4: Energy-Efficient DNN Inference for Edge Video Analytics via Early Exiting and DVFS AAAI 2025
Adaptive Guidance: Training-free Acceleration of Conditional Diffusion Models AAAI 2025
DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models CVPR 2025