← Optimization & Theory
Deep Learning › Optimization & Theory ›

Efficient Computing

1253 directly classified papers

Papers per year

Papers

MOSEL: Inference Serving Using Dynamic Modality Selection EMNLP 2024
InfiniPot: Infinite Context Processing on Memory-Constrained LLMs EMNLP 2024
Mixture-of-Modules: Reinventing Transformers as Dynamic Assemblies of Modules EMNLP 2024
Model Adaptation for Time Constrained Embodied Control CVPR 2024
Exploring Token Pruning in Vision State Space Models NIPS 2024
Order of Magnitude Speedups for LLM Membership Inference EMNLP 2024
Optimized Speculative Sampling for GPU Hardware Accelerators EMNLP 2024
Position Engineering: Boosting Large Language Models through Positional Information Manipulation EMNLP 2024
Attention-Driven Training-Free Efficiency Enhancement of Diffusion Models CVPR 2024
SHViT: Single-Head Vision Transformer with Memory Efficient Macro Design CVPR 2024
Towards Fast Multilingual LLM Inference: Speculative Decoding and Specialized Drafters EMNLP 2024
TroL: Traversal of Layers for Large Language and Vision Models EMNLP 2024
Cache Me if You Can: Accelerating Diffusion Models through Block Caching CVPR 2024
LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding ACL 2024
Retaining Key Information under High Compression Ratios: Query-Guided Compressor for LLMs ACL 2024
Harder Task Needs More Experts: Dynamic Routing in MoE Models ACL 2024
LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels CVPR 2024
HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces CVPR 2024
Zero-TPrune: Zero-Shot Token Pruning through Leveraging of the Attention Graph in Pre-Trained Transformers CVPR 2024
Rephrasing the Web: A Recipe for Compute and Data-Efficient Language Modeling ACL 2024
LongVQ: Long Sequence Modeling with Vector Quantization on Structured Memory IJCAI 2024
Speculative Contrastive Decoding ACL 2024
MediSwift: Efficient Sparse Pre-trained Biomedical Language Models ACL 2024
CodeM: Less Data Yields More Versatility via Ability Matrix ACL 2024
Diffusion Models Without Attention CVPR 2024