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Found 6 papers, 1 papers with code
BiSwift: Bandwidth Orchestrator for Multi-Stream Video Analytics on Edge
To achieve this goal, we propose BiSwift, a bi-level framework that scales the concurrent real-time video analytics by a novel adaptive hybrid codec integrated with multi-level pipelines, and a global bandwidth controller for multiple video streams.
MM-BigBench: Evaluating Multimodal Models on Multimodal Content Comprehension Tasks
Consequently, our work complements research on the performance of MLLMs in multimodal comprehension tasks, achieving a more comprehensive and holistic evaluation of MLLMs.
AccDecoder: Accelerated Decoding for Neural-enhanced Video Analytics
The quality of the video stream is key to neural network-based video analytics.
DACOM: Learning Delay-Aware Communication for Multi-Agent Reinforcement Learning
Communication is supposed to improve multi-agent collaboration and overall performance in cooperative Multi-agent reinforcement learning (MARL).
PP-MARL: Efficient Privacy-Preserving MARL for Cooperative Intelligence in Communication
Artificial intelligence (AI) has been introduced in communication networks and services to improve efficiency via self-optimization.
GNN-Geo: A Graph Neural Network-based Fine-grained IP geolocation Framework
MP layers refine the initial node embeddings by modeling the connection information.
