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Efficient Computing

596 directly classified papers

Papers per year

Papers

NeuroAda: Activating Each Neuron’s Potential for Parameter-Efficient Fine-Tuning EMNLP 2025

Answer Convergence as a Signal for Early Stopping in Reasoning EMNLP 2025

TokenSelect: Efficient Long-Context Inference and Length Extrapolation for LLMs via Dynamic Token-Level KV Cache Selection EMNLP 2025

zFLoRA: Zero-Latency Fused Low-Rank Adapters EMNLP 2025

GraphKV: Breaking the Static Selection Paradigm with Graph-Based KV Cache Eviction EMNLP 2025

Balcony: A Lightweight Approach to Dynamic Inference of Generative Language Models EMNLP 2025

COUNTDOWN: Contextually Sparse Activation Filtering Out Unnecessary Weights in Down Projection EMNLP 2025

LeanK: Learnable K Cache Channel Pruning for Efficient Decoding EMNLP 2025

Reasoning under Uncertainty: Efficient LLM Inference via Unsupervised Confidence Dilution and Convergent Adaptive Sampling EMNLP 2025

Lookahead Q-Cache: Achieving More Consistent KV Cache Eviction via Pseudo Query EMNLP 2025

Spectral Scaling Laws in Language Models: emphHow Effectively Do Feed-Forward Networks Use Their Latent Space? EMNLP 2025

LLMs on a Budget? Say HOLA EMNLP 2025

ECHO-LLaMA: Efficient Caching for High-Performance LLaMA Training EMNLP 2025

MEDA: Dynamic KV Cache Allocation for Efficient Multimodal Long-Context Inference NAACL 2025

RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations IJCAI 2025

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation AAAI 2025

A 0-Shot Self-Attention Mechanism for Accelerated Diagonal Attention WACV 2025

Perception Compressor: A Training-Free Prompt Compression Framework in Long Context Scenarios NAACL 2025

Leveraging Asynchronous Spiking Neural Networks for Ultra Efficient Event-Based Visual Processing AAAI 2025

Improving Transferable Targeted Attacks with Feature Tuning Mixup CVPR 2025

DIVE into MoE: Diversity-Enhanced Reconstruction of Large Language Models from Dense into Mixture-of-Experts ACL 2025

MiniKV: Pushing the Limits of 2-Bit KV Cache via Compression and System Co-Design for Efficient Long Context Inference ACL 2025

MaCP: Minimal yet Mighty Adaptation via Hierarchical Cosine Projection ACL 2025

Transformers without Normalization CVPR 2025

Building Vision Models upon Heat Conduction CVPR 2025