Postgraduate research students

WENHAO LI

w.li.7@research.gla.systa-s.com

 

 

 

 

ORCID iDhttps://orcid.org/0009-0009-5386-0841

Research title: Mini-batch Gradient-parallel Heterogeneous Ensembles for Large-scale Multi-feature Data Learning Optimization

Research summary

My research interests are as follows: Distributed Computing, Machine Learning, Ensemble Learning, Federated Learning. My focus is on addressing heterogeneous federated learning challenges using knowledge distillation methods

 

 

 

 

Publications

List by: Type | Date

Jump to: 2026 | 2025
Number of items: 6.

2026

Xiao, Ke, Wang, Qiyuan ORCID logoORCID: https://orcid.org/0000-0003-2298-7195, Anagnostopoulos, Christos ORCID logoORCID: https://orcid.org/0000-0003-1517-6757, Tan, Zhuoran and Li, Wenhao ORCID logoORCID: https://orcid.org/0009-0009-5386-0841 (2026) FedHera: Towards Drift-Resilient Federated Fine-tuning with Heterogeneous Resources. In: 43rd International Conference on Machine Learning (ICML 2026), Seoul, South Korea, 6-11 July 2026, (Accepted for Publication)

Li, Wenhao ORCID logoORCID: https://orcid.org/0009-0009-5386-0841, Anagnostopoulos, Christos ORCID logoORCID: https://orcid.org/0000-0003-1517-6757, Puthiya Parambath, Shameem A. ORCID logoORCID: https://orcid.org/0000-0002-5338-9385 and Bryson, Kevin ORCID logoORCID: https://orcid.org/0000-0002-1163-6368 (2026) FedKDMR: Robust Federated Learning via Joint Knowledge Distillation & Model Recombination. In: 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2026), Jeju, Korea, 9-13 August 2026, pp. 724-735. ISBN 9798400722585 (doi: 10.1145/3770854.3780160)

2025

LI, WENHAO ORCID logoORCID: https://orcid.org/0009-0009-5386-0841, Anagnostopoulos, Christos ORCID logoORCID: https://orcid.org/0000-0003-1517-6757 and Bryson, Kevin ORCID logoORCID: https://orcid.org/0000-0002-1163-6368 (2025) FedColab: Federated Collaborative Learning for Teacher-Student Knowledge Distillation. In: 45th IEEE International Conference on Distributed Computing Systems (ICDCS), Glasgow, UK, 20-23 July 2025, pp. 25-31. ISBN 9798331517250 (doi: 10.1109/ICDCSW63273.2025.00011)

Li, Wenhao ORCID logoORCID: https://orcid.org/0009-0009-5386-0841, Anagnostopoulos, Christos ORCID logoORCID: https://orcid.org/0000-0003-1517-6757 and Bryson, Kevin ORCID logoORCID: https://orcid.org/0000-0002-1163-6368 (2025) Optimization of Knowledge Distillation in Heterogeneous Federated Problems. In: 45th IEEE International Conference on Distributed Computing Systems (ICDCS), Glasgow, UK, 20-23 July 2025, pp. 364-365. ISBN 9798331517250 (doi: 10.1109/ICDCSW63273.2025.00068)

Puthiya Parambath, Shameem ORCID logoORCID: https://orcid.org/0000-0002-5338-9385, LI, WENHAO ORCID logoORCID: https://orcid.org/0009-0009-5386-0841, Anagnostopoulos, Christos ORCID logoORCID: https://orcid.org/0000-0003-1517-6757 and Korobilis, Dimitris ORCID logoORCID: https://orcid.org/0000-0001-9146-3008 (2025) CluE: Cluster, Sample & Eliminate - Bayesian Block Elimination for Pure Exploration with Non-binary Rewards and Limited Budget. In: IEEE ICDCS 2025 45th IEEE International Conference on Distributed Computing Systems, Glasgow, Scotland UK, 20-23 July 2025, pp. 420-427. ISBN 9798331517250 (doi: 10.1109/ICDCSW63273.2025.00085)

Li, Wenhao ORCID logoORCID: https://orcid.org/0009-0009-5386-0841, Anagnostopoulos, Christos ORCID logoORCID: https://orcid.org/0000-0003-1517-6757, Puthiya Parambath, Sham ORCID logoORCID: https://orcid.org/0000-0002-5338-9385 and Bryson, Kevin ORCID logoORCID: https://orcid.org/0000-0002-1163-6368 (2025) LIFE: Leader-driven Hierarchical & Inclusive Federated Learning. In: 2024 IEEE International Conference on Big Data (IEEE BigData 2024), Washington D.C., USA, 15-18 Dec 2024, ISBN 979-8-3503-6248-0 (doi: 10.1109/BigData62323.2024.10825646)

This list was generated on Thu May 21 07:53:22 2026 BST.
Jump to: Conference Proceedings
Number of items: 6.

Conference Proceedings

Xiao, Ke, Wang, Qiyuan ORCID logoORCID: https://orcid.org/0000-0003-2298-7195, Anagnostopoulos, Christos ORCID logoORCID: https://orcid.org/0000-0003-1517-6757, Tan, Zhuoran and Li, Wenhao ORCID logoORCID: https://orcid.org/0009-0009-5386-0841 (2026) FedHera: Towards Drift-Resilient Federated Fine-tuning with Heterogeneous Resources. In: 43rd International Conference on Machine Learning (ICML 2026), Seoul, South Korea, 6-11 July 2026, (Accepted for Publication)

Li, Wenhao ORCID logoORCID: https://orcid.org/0009-0009-5386-0841, Anagnostopoulos, Christos ORCID logoORCID: https://orcid.org/0000-0003-1517-6757, Puthiya Parambath, Shameem A. ORCID logoORCID: https://orcid.org/0000-0002-5338-9385 and Bryson, Kevin ORCID logoORCID: https://orcid.org/0000-0002-1163-6368 (2026) FedKDMR: Robust Federated Learning via Joint Knowledge Distillation & Model Recombination. In: 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2026), Jeju, Korea, 9-13 August 2026, pp. 724-735. ISBN 9798400722585 (doi: 10.1145/3770854.3780160)

LI, WENHAO ORCID logoORCID: https://orcid.org/0009-0009-5386-0841, Anagnostopoulos, Christos ORCID logoORCID: https://orcid.org/0000-0003-1517-6757 and Bryson, Kevin ORCID logoORCID: https://orcid.org/0000-0002-1163-6368 (2025) FedColab: Federated Collaborative Learning for Teacher-Student Knowledge Distillation. In: 45th IEEE International Conference on Distributed Computing Systems (ICDCS), Glasgow, UK, 20-23 July 2025, pp. 25-31. ISBN 9798331517250 (doi: 10.1109/ICDCSW63273.2025.00011)

Li, Wenhao ORCID logoORCID: https://orcid.org/0009-0009-5386-0841, Anagnostopoulos, Christos ORCID logoORCID: https://orcid.org/0000-0003-1517-6757 and Bryson, Kevin ORCID logoORCID: https://orcid.org/0000-0002-1163-6368 (2025) Optimization of Knowledge Distillation in Heterogeneous Federated Problems. In: 45th IEEE International Conference on Distributed Computing Systems (ICDCS), Glasgow, UK, 20-23 July 2025, pp. 364-365. ISBN 9798331517250 (doi: 10.1109/ICDCSW63273.2025.00068)

Puthiya Parambath, Shameem ORCID logoORCID: https://orcid.org/0000-0002-5338-9385, LI, WENHAO ORCID logoORCID: https://orcid.org/0009-0009-5386-0841, Anagnostopoulos, Christos ORCID logoORCID: https://orcid.org/0000-0003-1517-6757 and Korobilis, Dimitris ORCID logoORCID: https://orcid.org/0000-0001-9146-3008 (2025) CluE: Cluster, Sample & Eliminate - Bayesian Block Elimination for Pure Exploration with Non-binary Rewards and Limited Budget. In: IEEE ICDCS 2025 45th IEEE International Conference on Distributed Computing Systems, Glasgow, Scotland UK, 20-23 July 2025, pp. 420-427. ISBN 9798331517250 (doi: 10.1109/ICDCSW63273.2025.00085)

Li, Wenhao ORCID logoORCID: https://orcid.org/0009-0009-5386-0841, Anagnostopoulos, Christos ORCID logoORCID: https://orcid.org/0000-0003-1517-6757, Puthiya Parambath, Sham ORCID logoORCID: https://orcid.org/0000-0002-5338-9385 and Bryson, Kevin ORCID logoORCID: https://orcid.org/0000-0002-1163-6368 (2025) LIFE: Leader-driven Hierarchical & Inclusive Federated Learning. In: 2024 IEEE International Conference on Big Data (IEEE BigData 2024), Washington D.C., USA, 15-18 Dec 2024, ISBN 979-8-3503-6248-0 (doi: 10.1109/BigData62323.2024.10825646)

This list was generated on Thu May 21 07:53:22 2026 BST.

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