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Efficient Computing

6876 directly classified papers

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Papers

ScaleOT: Privacy-utility-scalable Offsite-tuning with Dynamic LayerReplace and Selective Rank Compression AAAI 2025
QiMLP: Quantum-inspired Multilayer Perceptron with Strong Correlation Mining and Parameter Compression AAAI 2025
Multi-Branch Self-Drafting for LLM Inference Acceleration AAAI 2025
Codec Does Matter: Exploring the Semantic Shortcoming of Codec for Audio Language Model AAAI 2025
One QuantLLM for ALL: Fine-tuning Quantized LLMs Once for Efficient Deployments ACL 2025
Sample-aware Adaptive Structured Pruning for Large Language Models AAAI 2025
OAC: Output-adaptive Calibration for Accurate Post-training Quantization AAAI 2025
A Pioneering Neural Network Method for Efficient and Robust Fuel Sloshing Simulation in Aircraft AAAI 2025
SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression AAAI 2025
GLEN: Generalized Focal Loss Ensemble of Low-Rank Networks for Calibrated Visual Question Answering AAAI 2025
Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting AAAI 2025
BigMac: A Communication-Efficient Mixture-of-Experts Model Structure for Fast Training and Inference AAAI 2025
An Efficient and Accurate Dynamic Sparse Training Framework Based on Parameter-Freezing AAAI 2025
Pushing the Limits of BFP on Narrow Precision LLM Inference AAAI 2025
Kamino: Efficient VM Allocation at Scale with Latency-Driven Cache-Aware Scheduling OSDI 2025
Fit and Prune: Fast and Training-free Visual Token Pruning for Multi-modal Large Language Models AAAI 2025
PipeThreader: Software-Defined Pipelining for Efficient DNN Execution OSDI 2025
Channel Merging: Preserving Specialization for Merged Experts AAAI 2025
MeRino: Entropy-Driven Design for Generative Language Models on IoT Devices AAAI 2025
Towards Efficient Low-Order Hybrid Optimizer for Language Model Fine-Tuning AAAI 2025
FineMem: Breaking the Allocation Overhead vs. Memory Waste Dilemma in Fine-Grained Disaggregated Memory Management OSDI 2025
COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism AAAI 2025
WaferLLM: Large Language Model Inference at Wafer Scale OSDI 2025
C3oT: Generating Shorter Chain-of-Thought Without Compromising Effectiveness AAAI 2025
Graph Coarsening via Supervised Granular-Ball for Scalable Graph Neural Network Training AAAI 2025