Efficient Computing

Federated Low-Rank Adaptation for Foundation Models: A Survey IJCAI 2025 FedMABench: Benchmarking Mobile GUI Agents on Decentralized Heterogeneous User Data EMNLP 2025 FedSMU: Communication-Efficient and Generalization-Enhanced Federated Learning through Symbolic Model Updates ICML 2025 FedSpaLLM: Federated Pruning of Large Language Models NAACL 2025 FedSPU: Personalized Federated Learning for Resource-Constrained Devices with Stochastic Parameter Update AAAI 2025 FedWSQ: Efficient Federated Learning with Weight Standardization and Distribution-Aware Non-Uniform Quantization ICCV 2025 Ferret: An Efficient Online Continual Learning Framework under Varying Memory Constraints CVPR 2025 Ferret-UI 2: Mastering Universal User Interface Understanding Across Platforms ICLR 2025 Few-Class Arena: A Benchmark for Efficient Selection of Vision Models and Dataset Difficulty Measurement ICLR 2025 Fewer Denoising Steps or Cheaper Per-Step Inference: Towards Compute-Optimal Diffusion Model Deployment ICCV 2025 FicGCN: Unveiling the Homomorphic Encryption Efficiency from Irregular Graph Convolutional Networks ICML 2025 Fiddler: CPU-GPU Orchestration for Fast Inference of Mixture-of-Experts Models ICLR 2025 FIER: Fine-Grained and Efficient KV Cache Retrieval for Long-context LLM Inference EMNLP 2025 Filter-And-Refine: A MLLM Based Cascade System for Industrial-Scale Video Content Moderation ACL 2025 FIMA-Q: Post-Training Quantization for Vision Transformers by Fisher Information Matrix Approximation CVPR 2025 FiNE: Filtering and Improving Noisy Data Elaborately with Large Language Models NAACL 2025 FineMem: Breaking the Allocation Overhead vs. Memory Waste Dilemma in Fine-Grained Disaggregated Memory Management OSDI 2025 FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation ACL 2025 Firewall Routing: Blocking Leads to Better Hybrid Inference for LLMs EMNLP 2025 FiRST: Finetuning Router-Selective Transformers for Input-Adaptive Latency Reduction EMNLP 2025 Fishers for Free? Approximating the Fisher Information Matrix by Recycling the Squared Gradient Accumulator ICML 2025 Fit and Prune: Fast and Training-free Visual Token Pruning for Multi-modal Large Language Models AAAI 2025 Fitting Networks with a Cancellation Trick ICLR 2025 FlashBack: Efficient Retrieval-Augmented Language Modeling for Fast Inference ACL 2025 FlashDepth: Real-time Streaming Video Depth Estimation at 2K Resolution ICCV 2025