Efficient Computing

SWIFT: A Scalable Lightweight Infrastructure for Fine-Tuning AAAI 2025 Swift Cross-Dataset Pruning: Enhancing Fine-Tuning Efficiency in Natural Language Understanding COLING 2025 SwiftEdit: Lightning Fast Text-Guided Image Editing via One-Step Diffusion CVPR 2025 SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration ICLR 2025 SyllableLM: Learning Coarse Semantic Units for Speech Language Models ICLR 2025 SyncAnimation: A Real-Time End-to-End Framework for Audio-Driven Human Pose and Talking Head Animation IJCAI 2025 SynFix: Dependency-Aware Program Repair via RelationGraph Analysis ACL 2025 Synonymous Variational Inference for Perceptual Image Compression ICML 2025 SynQ: Accurate Zero-shot Quantization by Synthesis-aware Fine-tuning ICLR 2025 Synthesizing and Adapting Error Correction Data for Mobile Large Language Model Applications ACL 2025 Synthetic Data for Evaluation: Supporting LLM-as-a-Judge Workflows with EvalAssist EMNLP 2025 Systematic Outliers in Large Language Models ICLR 2025 TabFlex: Scaling Tabular Learning to Millions with Linear Attention ICML 2025 TableKV: KV Cache Compression for In-Context Table Processing ACL 2025 TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models ACL 2025 TabM: Advancing tabular deep learning with parameter-efficient ensembling ICLR 2025 TabSDS: a Lightweight, Fully Non-Parametric, and Model Free Approach for Generating Synthetic Tabular Data ICML 2025 TacoDepth: Towards Efficient Radar-Camera Depth Estimation with One-stage Fusion CVPR 2025 TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models ICLR 2025 TailorKV: A Hybrid Framework for Long-Context Inference via Tailored KV Cache Optimization ACL 2025 Take the essence and discard the dross: A Rethinking on Data Selection for Fine-Tuning Large Language Models NAACL 2025 Taming Diffusion for Dataset Distillation with High Representativeness ICML 2025 TAMP: Token-Adaptive Layerwise Pruning in Multimodal Large Language Models ACL 2025 Task-Aligned Tool Recommendation for Large Language Models IJCNLP 2025 Task-Aware Prompt Gradient Projection for Parameter-Efficient Tuning Federated Class-Incremental Learning ICCV 2025