Efficient Computing

Singular Value Scaling: Efficient Generative Model Compression via Pruned Weights Refinement AAAI 2025 Sinhala Encoder-only Language Models and Evaluation ACL 2025 Sketch2Code: Evaluating Vision-Language Models for Interactive Web Design Prototyping NAACL 2025 Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching EMNLP 2025 Sketch to Adapt: Fine-Tunable Sketches for Efficient LLM Adaptation ICML 2025 SkewRoute: Training-Free LLM Routing for Knowledge Graph Retrieval-Augmented Generation via Score Skewness of Retrieved Context EMNLP 2025 skglm: Improving scikit-learn for Regularized Generalized Linear Models JMLR 2025 Skill Expansion and Composition in Parameter Space ICLR 2025 SKIM: Any-bit Quantization Pushing The Limits of Post-Training Quantization ICML 2025 SkipGPT: Each Token is One of a Kind ICML 2025 Skip Tuning: Pre-trained Vision-Language Models are Effective and Efficient Adapters Themselves CVPR 2025 Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping ICCV 2025 SkyLLM: Cross-LLM-APIs Federation for Cost-effective Query Processing ACL 2025 SLAM: Towards Efficient Multilingual Reasoning via Selective Language Alignment COLING 2025 Slender-Mamba: Fully Quantized Mamba in 1.58 Bits From Head to Toe COLING 2025 SliceMoE: Routing Embedding Slices Instead of Tokens for Fine-Grained and Balanced Transformer Scaling EMNLP 2025 SlimLLM: Accurate Structured Pruning for Large Language Models ICML 2025 SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models ICML 2025 SlimLM: An Efficient Small Language Model for On-Device Document Assistance ACL 2025 SLiM: One-shot Quantization and Sparsity with Low-rank Approximation for LLM Weight Compression ICML 2025 SLM-Bench: A Comprehensive Benchmark of Small Language Models on Environmental Impacts EMNLP 2025 SLMRec: Distilling Large Language Models into Small for Sequential Recommendation ICLR 2025 SLOT: Structuring the Output of Large Language Models EMNLP 2025 SLoW: Select Low-frequency Words! Automatic Dictionary Selection for Translation on Large Language Models EMNLP 2025 SLVR: Super-Light Visual Reconstruction via Blueprint Controllable Convolutions and Exploring Feature Diversity Representation CVPR 2025