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computational efficiency

425 papers

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model compression (56) efficient computing (47) large language model (35) neural network optimization (29) convolutional neural network (29) neural network (28) attention mechanism (23) vision transformer (22) transformer architecture (19) model architecture (15)

Papers

CAN: Leveraging Clients As Navigators for Generative Replay in Federated Continual Learning ICML 2025 Comparative Analysis of Demonstration Selection Algorithms for In-Context Learning in Large Language Models (Student Abstract) AAAI 2025 CopySpec: Accelerating LLMs with Speculative Copy-and-Paste EMNLP 2025 Cost-Effective On-Device Sequential Recommendation with Spiking Neural Networks IJCAI 2025 Cost-Optimal Grouped-Query Attention for Long-Context Modeling EMNLP 2025 COUNTDOWN: Contextually Sparse Activation Filtering Out Unnecessary Weights in Down Projection EMNLP 2025 Cross-MoE: An Efficient Temporal Prediction Framework Integrating Textual Modality EMNLP 2025 DAST: Difficulty-Adaptive Slow-Thinking for Large Reasoning Models EMNLP 2025 DELT: A Simple Diversity-driven EarlyLate Training for Dataset Distillation CVPR 2025 Derailer-Rerailer: Adaptive Verification for Efficient and Reliable Language Model Reasoning ACL 2025 DiG: Scalable and Efficient Diffusion Models with Gated Linear Attention CVPR 2025 DPCore: Dynamic Prompt Coreset for Continual Test-Time Adaptation ICML 2025 Dynamic Diffusion Transformer ICLR 2025 Dynamic Neural Fortresses: An Adaptive Shield for Model Extraction Defense ICLR 2025 Dynamic-VLM: Simple Dynamic Visual Token Compression for VideoLLM ICCV 2025 Efficiency-Effectiveness Reranking FLOPs for LLM-based Rerankers EMNLP 2025 Efficient Inference for Large Language Models –Algorithm, Model, and System EMNLP 2025 Efficient Robust Conformal Prediction via Lipschitz-Bounded Networks ICML 2025 Efficient Safety Alignment of Large Language Models via Preference Re-ranking and Representation-based Reward Modeling ACL 2025 EffiDec3D: An Optimized Decoder for High-Performance and Efficient 3D Medical Image Segmentation CVPR 2025 EVOS: Efficient Implicit Neural Training via EVOlutionary Selector CVPR 2025 Exploiting Bispectral Features for Single-Channel Speech Enhancement Interspeech 2025 FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting AAAI 2025 Flexible VAD-PVAD Transition: A Detachable PVAD Module for Dynamic Encoder RNN VAD Interspeech 2025 FOLDER: Accelerating Multi-Modal Large Language Models with Enhanced Performance ICCV 2025