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Efficient Computing

1253 directly classified papers

Papers per year

Papers

Joint Pre-Encoding Representation and Structure Embedding for Efficient and Low-Resource Knowledge Graph Completion EMNLP 2024
InfiniPot: Infinite Context Processing on Memory-Constrained LLMs EMNLP 2024
Scalable Efficient Training of Large Language Models with Low-dimensional Projected Attention EMNLP 2024
Scaling Laws for Linear Complexity Language Models EMNLP 2024
Make Some Noise: Unlocking Language Model Parallel Inference Capability through Noisy Training EMNLP 2024
TroL: Traversal of Layers for Large Language and Vision Models EMNLP 2024
Turn Waste into Worth: Rectifying Top-k Router of MoE EMNLP 2024
Ouroboros: Generating Longer Drafts Phrase by Phrase for Faster Speculative Decoding EMNLP 2024
FFN-SkipLLM: A Hidden Gem for Autoregressive Decoding with Adaptive Feed Forward Skipping EMNLP 2024
FastAdaSP: Multitask-Adapted Efficient Inference for Large Speech Language Model EMNLP 2024
Towards Fast Multilingual LLM Inference: Speculative Decoding and Specialized Drafters EMNLP 2024
TensorOpera Router: A Multi-Model Router for Efficient LLM Inference EMNLP 2024
AsyncDiff: Parallelizing Diffusion Models by Asynchronous Denoising NIPS 2024
VPTQ: Extreme Low-bit Vector Post-Training Quantization for Large Language Models EMNLP 2024
Optical Diffusion Models for Image Generation NIPS 2024
MOSEL: Inference Serving Using Dynamic Modality Selection EMNLP 2024
Point Transformer V3: Simpler Faster Stronger CVPR 2024
UniPTS: A Unified Framework for Proficient Post-Training Sparsity CVPR 2024
You Only Need Less Attention at Each Stage in Vision Transformers CVPR 2024
Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement CVPR 2024
Look-Up Table Compression for Efficient Image Restoration CVPR 2024
ESC: Efficient Speech Coding with Cross-Scale Residual Vector Quantized Transformers EMNLP 2024
Query-OPT: Optimizing Inference of Large Language Models via Multi-Query Instructions in Meeting Summarization EMNLP 2024
Dataset Decomposition: Faster LLM Training with Variable Sequence Length Curriculum NIPS 2024
SGLang: Efficient Execution of Structured Language Model Programs NIPS 2024