multi-topic, publish from gh-pages branch

site/data/cloud-edge/papers/SEC-2024-digest.yaml

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+venue: SEC
+year: 2024
+papers:
+- title: 'EdgeCore: Resource Dependency-Aware Multi-Tenant Orchestration for Mobile
+    Edge Clouds'
+  authors:
+  - Amran Haroon
+  reason: "Introduces a multi-tenant edge orchestration system that captures resource dependencies across co-located workloads, demonstrating significant improvements in task completion latency and resource utilization."
+- title: 'Righteous: Automatic Right-Sizing for Complex Edge Deployments'
+  authors:
+  - Aniruddha Rakshit
+  reason: "Presents an automated right-sizing framework for edge deployments that dynamically adjusts resource allocations to match workload demands without manual intervention."
+- title: 'Colibri: Efficient Collection of Fine-Grained Resource Metrics Necessary
+    for Mobile Edge Computing'
+  authors:
+  - Ke-Jou Hsu
+  reason: "Proposes a low-overhead monitoring system for collecting fine-grained resource metrics at the edge, enabling more accurate profiling for MEC scheduling decisions."
+- title: 'HyperDrive: Scheduling Serverless Functions in the Edge-Cloud-Space 3D Continuum'
+  authors:
+  - Thomas W. Pusztai
+  reason: "Extends serverless scheduling across a three-dimensional edge-cloud-space continuum, addressing latency and resource constraints introduced by satellite and terrestrial tiers."
+- title: 'Falcon: Live Reconfiguration for Stateful Stream Processing on the Edge'
+  authors:
+  - Pritish Mishra
+  reason: "Enables live, low-disruption reconfiguration of stateful stream processing pipelines at the edge, minimizing downtime during topology changes."
+- title: 'FusedInf: Efficient Swapping of DNN Models for On-Demand Serverless Inference
+    Services on the Edge'
+  authors:
+  - Sifat Ut Taki
+  reason: "Reduces cold-start latency for serverless DNN inference at the edge by fusing model loading with active inference through selective layer swapping."
+- title: 'EcoEdgeInfer: Dynamically Optimizing Latency and Sustainability for Inference
+    on Edge Devices'
+  authors:
+  - Sri Pramodh Rachuri
+  reason: "Co-optimizes inference latency and energy sustainability on edge devices by dynamically trading off accuracy and hardware utilization under carbon-aware constraints."
+- title: Elastic Execution of Multi-Tenant DNNs on Heterogeneous Edge MPSoCs
+  authors:
+  - Soroush Heidari
+  reason: "Demonstrates elastic, interference-aware co-execution of multiple DNNs across heterogeneous processing elements in edge MPSoCs to maximize throughput and fairness."
+- title: Optimizing Edge Offloading Decisions for Object Detection
+  authors:
+  - Jiaming Qiu
+  reason: "Formulates and solves an online offloading decision problem for object detection that jointly minimizes latency and energy consumption under variable network conditions."
+- title: 'VideoJam: Self-Balancing Architecture for Live Video Analytics'
+  authors:
+  - Youssouph Faye
+  reason: "Proposes a self-balancing edge architecture for live video analytics that dynamically redistributes pipeline stages to prevent bottlenecks under fluctuating camera workloads."
+- title: 'OVIDA: Orchestrator for Video Analytics on Disaggregated Architecture'
+  authors:
+  - Manavjeet Singh
+  reason: "Designs an orchestration layer for disaggregated edge hardware that places and migrates video analytics microservices to exploit spatial locality and heterogeneous accelerators."
+- title: 'TA-ASF: Attention-Sensitive Token Sampling and Fusing for Visual Transformer
+    Models on the Edge'
+  authors:
+  - Junquan Chen
+  reason: "Accelerates Vision Transformer inference at the edge by pruning and fusing attention tokens based on saliency, achieving accuracy-efficiency trade-offs suitable for resource-constrained devices."