← Application Areas
Machine Learning › Application Areas ›

Efficient Computing

6876 directly classified papers

Papers per year

Papers

QiMLP: Quantum-inspired Multilayer Perceptron with Strong Correlation Mining and Parameter Compression AAAI 2025
Decouple and Decompose: Scaling Resource Allocation with DeDe OSDI 2025
Token Prepending: A Training-Free Approach for Eliciting Better Sentence Embeddings from LLMs ACL 2025
Fit and Prune: Fast and Training-free Visual Token Pruning for Multi-modal Large Language Models AAAI 2025
Channel Merging: Preserving Specialization for Merged Experts AAAI 2025
SpikingSSMs: Learning Long Sequences with Sparse and Parallel Spiking State Space Models AAAI 2025
From PEFT to DEFT: Parameter Efficient Finetuning for Reducing Activation Density in Transformers AAAI 2025
Pushing the Limits of BFP on Narrow Precision LLM Inference AAAI 2025
Advancing Spiking Neural Networks Towards Multiscale Spatiotemporal Interaction Learning AAAI 2025
MobiLoRA: Accelerating LoRA-based LLM Inference on Mobile Devices via Context-aware KV Cache Optimization ACL 2025
GLEN: Generalized Focal Loss Ensemble of Low-Rank Networks for Calibrated Visual Question Answering AAAI 2025
ScaleOT: Privacy-utility-scalable Offsite-tuning with Dynamic LayerReplace and Selective Rank Compression AAAI 2025
ASER: Activation Smoothing and Error Reconstruction for Large Language Model Quantization AAAI 2025
Codec Does Matter: Exploring the Semantic Shortcoming of Codec for Audio Language Model AAAI 2025
ECCC: Edge Code Cloak Coder for Privacy Code Agent EMNLP 2025
Plug-and-Play Versatile Compressed Video Enhancement CVPR 2025
OAC: Output-adaptive Calibration for Accurate Post-training Quantization AAAI 2025
WaferLLM: Large Language Model Inference at Wafer Scale OSDI 2025
FineMem: Breaking the Allocation Overhead vs. Memory Waste Dilemma in Fine-Grained Disaggregated Memory Management OSDI 2025
MobileMamba: Lightweight Multi-Receptive Visual Mamba Network CVPR 2025
SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression AAAI 2025
RivuletMLP: An MLP-based Architecture for Efficient Compressed Video Quality Enhancement CVPR 2025
PipeThreader: Software-Defined Pipelining for Efficient DNN Execution OSDI 2025
Bridging the Gap between Gaussian Diffusion Models and Universal Quantization for Image Compression CVPR 2025
Kamino: Efficient VM Allocation at Scale with Latency-Driven Cache-Aware Scheduling OSDI 2025