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Efficient Computing

6,876 papers

Papers per year

Papers

DeltaDEQ: Exploiting Heterogeneous Convergence for Accelerating Deep Equilibrium Iterations NIPS 2024
Mixture of Nested Experts: Adaptive Processing of Visual Tokens NIPS 2024
Optical Diffusion Models for Image Generation NIPS 2024
QTIP: Quantization with Trellises and Incoherence Processing NIPS 2024
Unveiling The Matthew Effect Across Channels: Assessing Layer Width Sufficiency via Weight Norm Variance NIPS 2024
LibAMM: Empirical Insights into Approximate Computing for Accelerating Matrix Multiplication NIPS 2024
Cherry on Top: Parameter Heterogeneity and Quantization in Large Language Models NIPS 2024
HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models NIPS 2024
Learning Cut Generating Functions for Integer Programming NIPS 2024
On Sampling Strategies for Spectral Model Sharding NIPS 2024
BOLD: Boolean Logic Deep Learning NIPS 2024
HardCore Generation: Generating Hard UNSAT Problems for Data Augmentation NIPS 2024
PTQ4DiT: Post-training Quantization for Diffusion Transformers NIPS 2024
UGC: Universal Graph Coarsening NIPS 2024
Language Models as Zero-shot Lossless Gradient Compressors: Towards General Neural Parameter Prior Models NIPS 2024
Faster Neighborhood Attention: Reducing the O(n^2) Cost of Self Attention at the Threadblock Level NIPS 2024
LLM-AutoDA: Large Language Model-Driven Automatic Data Augmentation for Long-tailed Problems NIPS 2024
Adaptive Exploration for Data-Efficient General Value Function Evaluations NIPS 2024
Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting NIPS 2024
SpikedAttention: Training-Free and Fully Spike-Driven Transformer-to-SNN Conversion with Winner-Oriented Spike Shift for Softmax Operation NIPS 2024
ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token Identification NIPS 2024
Revisiting Ensembling in One-Shot Federated Learning NIPS 2024
FlashAttention-3: Fast and Accurate Attention with Asynchrony and Low-precision NIPS 2024
Group and Shuffle: Efficient Structured Orthogonal Parametrization NIPS 2024
Scaling transformer neural networks for skillful and reliable medium-range weather forecasting NIPS 2024