OctCGS uses multi-resolution octree partitioning and tree attention on Gaussian primitives to explicitly model multi-order wireless propagation, reporting 2.99 dB MAE and 0.065 NMAE on simulated CKM benchmarks.
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5 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 5verdicts
UNVERDICTED 5representative citing papers
Introduces WM-CDT framework with causal information value metric to maximize long-term return-per-bit in semantic communications for physical AI with closed-loop sensing-inference-control.
A cVAE conditioned on positions infers CSI statistics from noisy training data to enable position-based proactive AP selection in dynamic indoor environments.
PVSC is a semantic communication framework for real-time wireless video that eliminates explicit motion-vector transmission and reports up to 87% bandwidth savings at comparable perceptual quality to traditional VTM + 5G LDPC baselines.
SimART is an open platform that unifies robotics, ray tracing, and wireless tools via ROS for reproducible multimodal simulation in 6G integrated sensing and communication.
citing papers explorer
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OctCGS: Octree-Contextual Gaussian Splatting with Explicit Multi-Order Propagation Modeling for Channel Knowledge Map Construction
OctCGS uses multi-resolution octree partitioning and tree attention on Gaussian primitives to explicitly model multi-order wireless propagation, reporting 2.99 dB MAE and 0.065 NMAE on simulated CKM benchmarks.
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World Model-Enabled Causal Digital Twins for Semantic Communications in Physical AI Systems
Introduces WM-CDT framework with causal information value metric to maximize long-term return-per-bit in semantic communications for physical AI with closed-loop sensing-inference-control.
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Context-Aware CSI Prediction for Access Point Selection Utilizing Conditional VAEs
A cVAE conditioned on positions infers CSI statistics from noisy training data to enable position-based proactive AP selection in dynamic indoor environments.
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Perception-Aware Video Semantic Communication
PVSC is a semantic communication framework for real-time wireless video that eliminates explicit motion-vector transmission and reports up to 87% bandwidth savings at comparable perceptual quality to traditional VTM + 5G LDPC baselines.
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SimART: A Unified and Open Real-world Multimodal Simulation Platform for 6G Integrated Sensing and Communication
SimART is an open platform that unifies robotics, ray tracing, and wireless tools via ROS for reproducible multimodal simulation in 6G integrated sensing and communication.