edge computing

An Empirical Study of Speculative Decoding for Small Language Models EACL 2026 Beyond End-to-End: Dynamic Chain Optimization for Private LLM Adaptation on the Edge ACL 2026 Building AI Hardware Expertise: Edge AI Curriculum Design and Implementation in German Universities AAAI 2026 CO2-Meter: A Comprehensive Carbon Footprint Estimator for LLMs on Edge Devices AAAI 2026 Color When It Counts: Grayscale-Guided Online Triggering for Always-On Streaming Video Sensing CVPR 2026 Computer Vision with a Superpixelation Camera CVPR 2026 Critical Patch-Aware Sparse Prompting with Decoupled Training for Continual Learning on the Edge CVPR 2026 Cross-Architecture Adaptation: Cloud-Edge Continual Test-Time Adaptation with Dynamic Sampling and Heterogeneous Distillation CVPR 2026 DeNC++: Efficient Diffusion-Enhanced Neural Codec for End-to-end Semantic Streaming at the Edge AAAI 2026 DFDT: Dynamic Fast Decision Tree for IoT Data Stream Mining on Edge Devices AAAI 2026 DIAA: A Decoding-Efficient Inference Acceleration Approach for On-Device Large Language Models AAAI 2026 DSFlash: Comprehensive Panoptic Scene Graph Generation in Realtime CVPR 2026 EdgeMTSC: A Lightweight Large-Kernel ConvNet for Multivariate Time Series Classification AAAI 2026 Elevating AI on the Edge: A Demonstration of MIMaaS (Machine Intelligence with Microcontroller-as-a-Service) AAAI 2026 ESAM++: Efficient Online 3D Perception on the Edge CVPR 2026 From Lightweight CNNs to SpikeNets: Benchmarking Accuracy-Energy Tradeoffs with Pruned Spiking SqueezeNet WACV 2026 FT-MoE: Sustainable-learning Mixture of Experts for Fault-Tolerant Computing AAAI 2026 HyperEdge: An Edge CDN Infrastructure for Cost Efficient Video Streaming NSDI 2026 Inference Offloading for Cost-Sensitive Binary Classification at the Edge AAAI 2026 Light but Sharp: SlimSTAD for Real-Time Action Detection from Sensor Data AAAI 2026 MemFlow: A Lightweight Forward Memorizing Framework for Quick Domain Adaptive Feature Mapping CVPR 2026 PRISM: Privacy-Aware Routing for Adaptive Cloud–Edge LLM Inference via Semantic Sketch Collaboration AAAI 2026 Remembrall: Leaning into Memory for Accurate Video Analytics on System-on-Chip GPUs NSDI 2026 SDE-HARL: Scalable Distributed Policy Execution for Heterogeneous-Agent Reinforcement Learning AAAI 2026 SemanticNN: Compressive and Error-Resilient Semantic Offloading for Extremely Weak Devices AAAI 2026