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Efficient Computing

6876 directly classified papers

Papers per year

Papers

A Novel Sparse Active Online Learning Framework for Fast and Accurate Streaming Anomaly Detection Over Data Streams IJCAI 2025
Rethinking Vocabulary Augmentation: Addressing the Challenges of Low-Resource Languages in Multilingual Models COLING 2025
AsymKV: Enabling 1-Bit Quantization of KV Cache with Layer-Wise Asymmetric Quantization Configurations COLING 2025
Enhancing One-Shot Pruned Pre-trained Language Models through Sparse-Dense-Sparse Mechanism COLING 2025
Swift Cross-Dataset Pruning: Enhancing Fine-Tuning Efficiency in Natural Language Understanding COLING 2025
RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations IJCAI 2025
POLO: An LLM-Powered Project-Level Code Performance Optimization Framework IJCAI 2025
FBQuant: FeedBack Quantization for Large Language Models IJCAI 2025
TreeKV: Smooth Key-Value Cache Compression with Tree Structures IJCAI 2025
A Survey of Optimization Modeling Meets LLMs: Progress and Future Directions IJCAI 2025
Federated Low-Rank Adaptation for Foundation Models: A Survey IJCAI 2025
PCToolkit: A Unified Plug-and-Play Prompt Compression Toolkit of Large Language Models IJCAI 2025
TinySubNets: An Efficient and Low Capacity Continual Learning Strategy AAAI 2025
FedSPU: Personalized Federated Learning for Resource-Constrained Devices with Stochastic Parameter Update AAAI 2025
SWIFT: A Scalable Lightweight Infrastructure for Fine-Tuning AAAI 2025
Federated Learning with Heterogeneous LLMs: Integrating Small Student Client Models with a Large Hungry Model AAAI 2025
2-in-1 Phishing Detection via Large LM Distillation and Small LM Perturbation (Student Abstract) AAAI 2025
Language-Models-as-a-Service: Overview of a New Paradigm and its Challenges AAAI 2025
Breaking the Resource Monopoly from Industries: Sustainable and Reliable LLM Serving by Recycling Outdated and Resource-Constrained GPUs AAAI 2025
Leveraging Computer Vision and Visual LLMs for Cost-Effective and Consistent Street Food Safety Assessment in Kolkata India AAAI 2025
DP-MemArc: Differential Privacy Transfer Learning for Memory Efficient Language Models AAAI 2025
DOMAINEVAL: An Auto-Constructed Benchmark for Multi-Domain Code Generation AAAI 2025
RaDIO: Real-Time Hallucination Detection with Contextual Index Optimized Query Formulation for Dynamic Retrieval Augmented Generation AAAI 2025
Leveraging Attention to Effectively Compress Prompts for Long-Context LLMs AAAI 2025
Hierarchical Context Pruning: Optimizing Real-World Code Completion with Repository-Level Pretrained Code LLMs AAAI 2025