Madhan Raj Kanagarathinam

Network Modem Team, Samsung R&D India Bangalore

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Publication activitypapers/week, last 8 weeks

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Architecture Design (Transformers, SSMs, MoE) (1)Training Efficiency & Optimization (1)

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Uma Kishore Godavarti (1)K. Giridhar (1)Vanani Prince Dharmendrabhai (1)Anchit Panday (1)

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Jun 24, 2026

Network Modem Team2w ago·also IIT Madras, Samsung R&D India Bangalore

Lightweight PCGAE-Net: Parallel CrossGate Attention and Bottleneck AutoEncoder for Efficient 5G Channel Prediction

Lightweight PCGAE-Net achieves superior CSI prediction accuracy with 58% fewer parameters than the leading model, revolutionizing efficiency in 5G systems.

Uma Kishore Godavarti, K. Giridhar, Vanani Prince Dharmendrabhai +2

Architecture Design (Transformers, SSMs, MoE)Training Efficiency & Optimization

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Madhan Raj Kanagarathinam

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)