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Bingnan Xiao

9 papers hereh-index 368 citations12 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author6
  • middle author2

Across the 8 of 9 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • eess.SP3
  • cs.AI2
  • cs.DC1

identity via Semantic Scholar / OpenAlex

activity
20232026
most citedOver-The-Air Federated Learning: Status Quo, Open Challenges, and Future Directions

2 citations · 2 across the 8 of their papers we have counts for

collaborators
Showing eess.SPShow all

3 papers · 1 filter

eess.SP2026

Explainable AI for Next-Generation Wireless Physical Layer: Basics, State-of-the-Art, and Open Challenges

Bingnan Xiao, Shuyan Hu, Xiaojing Chen +5

Next-generation wireless systems are expected to be ``AI-native," with neural networks (NNs) embedded throughout the physical (PHY) layer protocol stack to improve spectral efficie…

eess.SP2024

FLARE: A New Federated Learning Framework with Adjustable Learning Rates over Resource-Constrained Wireless Networks

Bingnan Xiao, Jingjing Zhang, Wei Ni +1

Wireless federated learning (WFL) suffers from heterogeneity prevailing in the data distributions, computing powers, and channel conditions of participating devices. This paper pre…

eess.SP2023★ 2 cited

Over-The-Air Federated Learning: Status Quo, Open Challenges, and Future Directions

Bingnan Xiao, Xichen Yu, Wei Ni +2

The development of applications based on artificial intelligence and implemented over wireless networks is increasingly rapidly and is expected to grow dramatically in the future.…

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