Efficient Computing

Salient Frequency-aware Exemplar Compression for Resource-constrained Online Continual Learning AAAI 2025 SALOVA: Segment-Augmented Long Video Assistant for Targeted Retrieval and Routing in Long-Form Video Analysis CVPR 2025 Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling ICLR 2025 SAM Decoding: Speculative Decoding via Suffix Automaton ACL 2025 Sample-aware Adaptive Structured Pruning for Large Language Models AAAI 2025 Sample Efficient Demonstration Selection for In-Context Learning ICML 2025 Sample-Efficient Language Modeling with Linear Attention and Lightweight Enhancements EMNLP 2025 Sample, Scrutinize and Scale: Effective Inference-Time Search by Scaling Verification ICML 2025 SANA-Sprint: One-Step Diffusion with Continuous-Time Consistency Distillation ICCV 2025 SAND: One-Shot Feature Selection with Additive Noise Distortion ICML 2025 SAN: Hypothesizing Long-Term Synaptic Development and Neural Engram Mechanism in Scalable Model’s Parameter-Efficient Fine-Tuning ICML 2025 SaRA: High-Efficient Diffusion Model Fine-tuning with Progressive Sparse Low-Rank Adaptation ICLR 2025 Saten: Sparse Augmented Tensor Networks for Post-Training Compression of Large Language Models EMNLP 2025 SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading EMNLP 2025 SBGD: Improving Graph Diffusion Generative Model via Stochastic Block Diffusion ICML 2025 Scaffold with Stochastic Gradients: New Analysis with Linear Speed-Up ICML 2025 Scalable and Certifiable Graph Unlearning: Overcoming the Approximation Error Barrier ICLR 2025 Scalable and Cost Effective High-Cardinality Classification with LLMs via Multi-View Label Representations and Retrieval Augmentation EMNLP 2025 Scalable Gaussian Processes with Latent Kronecker Structure ICML 2025 Scalable Hierarchical Deep Neural Network for Time Series Analysis in Wearable Sensor-based Human Activity Recognition AAAI 2025 Scalable Mechanistic Neural Networks ICLR 2025 Scalable Universal T-Cell Receptor Embeddings from Adaptive Immune Repertoires ICLR 2025 Scale-aware Recognition in Satellite Images under Resource Constraints ICLR 2025 Scale Down to Speed Up: Dynamic Data Selection for Reinforcement Learning EMNLP 2025 Scale Efficient Training for Large Datasets CVPR 2025