2021
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Page Content The Grand Challenge Finale Evaluation ScheduleOnline, 30 November - 02 December 2021
Contact: ai5gchallenge@itu.int
Note: Registration is required, please click here to register
Day 1 - Tuesday, 30 November 2021 (Time zone - CET) Watch Day-1 recording 12:40-13:00
| Join session to test connection
| 13:00-13:15
| Opening Ceremony
- Welcome remarks: Reinhard Scholl, Deputy Director, Telecommunication Standardization Bureau, ITU
| | 13:15-14:00 | Problem Statement (ITU-ML5G-PS-006): ML5G-PHY-Reinforcement learning
- PS-006.1 Title [Presentation] [GitHub Repo]
MLAB-RL: DU, Kob, Ohzeki, kondo, U-Tokyo, Japan - PS-006.2 Title [Presentation] [GitHub Repo]
IITI-RL: mehtamohit, sundesh, Bhagyashree, Gour, arijit, IITI, India
- PS-006.3 Reinforcement learning: scheduling and resource allocation (PS-006) [Presentation] [GitHub Repo]
Data Explorers: Khalid Albagami, Bayan AlOquibi, Abdullah Alajlan, Raghad Alturki, Affiliation, Saudi Arabia
| 14:00-14:45
| Problem Statement – (ITU-ML5G-PS-014): Analysis Network resource allocation
- PS-014.1 Title [Presentation] [GitHub Repo]
WINEST: Guda Blessed, Ibrahim Aliyu, James Agajo, FUT-Minna, Nigeria
- PS-014.2 Title [Presentation] [GitHub Repo]
Automata: Mehmet Karaca, Doruk Tayli, Ozge Simay Demirci, TED University, Turkey PS-014.3 Title [Presentation] [GitHub Repo]
RAN-RIC-xApp: Deena M, Divyani Achari, Affiliation, Country
| 14:45-15:00
| Coffee break
| 15:00-15:45
| Problem Statement – (ITU-ML5G-PS-004): Federated Learning for Spatial Reuse in a multi-BSS
- PS-004.1 Title [Presentation] [GitHub Repo]
FedIPC: selimfirat, emre, OzlemYildiz, KeremOzfo, Imperial, UK
- PS-004.2 Title [Presentation] [GitHub Repo]
FederationS: hribar, Andrea B, Affiliation, Country PS-004.3 Title [Presentation] [GitHub Repo]
WirelessAI: Lizhao, chenhao, lyn , Affiliation, Country
| 15:45-16:15
| Problem Statement – (ITU-ML5G-PS-CN1): 4G/5G Cell-level Multi-index Prediction (China Mobile)
- PS-CN1.1 Title [Presentation] [GitHub Repo]
数智先锋(Digi pioneer): WANG Xidong, YIN Jiacheng, LI Wenwen, XU Shicheng, ZHU Liyi, AsiaInfo Technologies & China Mobile Hunan, China - PS-CN1.2 Title [Presentation] [GitHub Repo]
五个铁头娃 (Ironhead-5): XU Haigao, CAO Yihong, MEI Hui, WU Jiaxu, WANG Yaliu, SHUI Tianyun, China Mobile Jiangxi, China
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Day 2 - Wednesday, 01 December 2021 (Time zone - CET)Watch Day-2 recording
12:40-13:00
| Join session to test connection
| 13:00-13:30
| Problem Statement – (ITU-ML5G-PS-015): Network failure detection and root cause analysis in 5GC
- PS-015.1 Title [Presentation] [GitHub Repo]
YOTA-YOTA: Yu Yamaguchi, Saiga Oshima, Ryouga Tashiro, Akiyoshi Shota, Kyutech, Japan - PS-015.2 Title [Presentation] [GitHub Repo]
Kaien: Abe, Kobe Univ., Japan
| 13:30-14:15
| Problem Statement – (ITU-ML5G-PS-001): Graph Neural Networking Challenge 2021
- PS-001.1 Improved GNN Generalization to Larger 5G Networks By Fine-Tuning Predictions From Queueing Theory [Presentation] [GitHub Repo]
PARANA : Bruno Klaus de Aquino Afonso, UNIFESP - Federal University of São Paulo, Brazil
- PS-001.2 Title [Presentation] [GitHub Repo]
SOFGNN: Charles Boudreau, Huy Duong, Brigitte Jaumard, Junior Momo Ziazet, Concordia University, Canada - PS-001.3 Title [Presentation] [GitHub Repo]
ZTE AIOps: HUANG Zhuoyao; TAN Yunsheng; GAO Yong; TANG Qingkun, ZTE Corporation, China
| 14:00-14:30
| Problem Statement – (ITU-ML5G-PS-009): RF-Sensor Based Human Activity Recognition- PS-009.1 RF-Sensor Based Human Activity Recognition Using Hierarchical Classifier [Presentation] [GitHub Repo]
Orion: Pedamalli Saikrishna, Ashwini Kumar, Ashok Kumar Reddy Chavva, Sripada Kadambar, Samsung, India
| | 14:30-14:45 | Problem Statement – (ITU-ML5G-PS-010): Forecasting Model for Service Allocation Network Using Traffic Recognition
- PS-010.1 Title [Presentation] [GitHub Repo]
SCaN: Ghazal Rahmanian, Mohammad Yekta, HadiShahriar Shahhoseini, AmirHossein Jafari Pozveh, Iran University of Science and Technology & Iran Mobile Communications Company, Iran
| 14:45-15:00
| Coffee break
| 15:00-15:30
| Problem Statement – (ITU-ML5G-PS-005): Network anomaly detection based on logs
| 15:30-15:45
15:45 -16:00
| Problem Statement – (ITU-ML5G-PS-012): Radio Link Failure Prediction
- Problem Statement – (ITU-ML5G-PS-011): Combinatorial Optimization Challenge
- PS-011.1 Title [Presentation] [GitHub Repo]
Victor Bear: Jiansheng Xiong, Jane Jiang, Xinyi Ren, Affiliation, China
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Day 3 -Thursday, 02 December 2021 (Time zone - CET)
Watch Day-3 recording
12:40-13:00
| Join session to test connection | 13:00-14:00
| Problem Statement – (ITU-ML5G-PS-007): Modulation Classification
- PS-007.1 BacalhauNet: A Tiny CNN for Lightning-Fast Modulation Classification [Presentation] [GitHub Repo]
BacalhauNET: José Nuno Grácio Rosa, Daniel Miranda Silva Malafaia Granhão, Guilherme Luis Leitao T G Carvalho, Tiago Filipe Sousa Gonçalves, Polytechnic of Leiria, INESC TEC & University of Porto, Portugal
- PS-007.2 Title [Presentation] [GitHub Repo]
The A(MC) Team: Jakob Krzyston, Rajib Bhattacharjea, and Andrew Stark, Affiliation, Country - PS-007.3 Title [Presentation] [GitHub Repo]
Aaronica: Mohammad Chegini, Pouya Shiri, Affiliation, Country - PS-007.4 Title [Presentation] [GitHub Repo]
Red Gecko: Brad Stimpson, Shahram Mollahasani, Armand Kamary, Advisors(Alex Shatsky, Felix Dujmenovic, Ali Arad), Redline Communications, Canada
| 13:40-14:30
| Problem Statement – (ITU-ML5G-PS-CN2): Network cloud equipment anomaly and root cause analysis
- PS-CN2.1 Title [Presentation] [GitHub Repo]
DataCanvas: LYU Bochen, LU Haofang, DataCanvas, China - PS-CN2.2 Title [Presentation] [GitHub Repo]
AsiaLab: DING Jianbing, ZOU Dandan, AsiaInfo Technologies Limited, China
| | 14:30-14:45 | Problem Statement – (ITU-ML5G-PS-002): WALDO - Wireless Artificial intelligence Location DetectiOn
- PS-002.1 Title [Presentation] [GitHub Repo]
The Sixth Sense: Shubham Khunteta, Avani, ashok.chavva, ashok.sahoo, Samsung , India
| | 14:45-15:00 | Coffee break
| 15:00-15:45
| Problem Statement – (ITU-ML5G-PS-016): Location estimation using RSSI of wireless LAN- PS-016.1 Title [Presentation] [GitHub Repo]
SSN_ITU: Charu Jain, Indu, meghna_govind, N Venkateswaran, Affiliation, Country
- PS-016.2 Title [Presentation] [GitHub Repo]
C-LAMP: C5G, akgupta5592, chpradeep, S Irene, Affiliation, Country - PS-016.3 Title [Presentation] [GitHub Repo]
DLine: Tomonori Yokono, Shota Miyagoshi, Fukui Univ., Japan
| | 15:45-16:00 | Closing Ceremony
- Closing remarks: Remarks from Judges of the 2021 Challenge
- Finish
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Judges for the 2021 ITU AI/ML in 5G Challenge
Judge
| Affiliation
| Prof. Albert Cabellos
| BNN-UPC
| Prof. Liu Jun
| BUPT
| Dr. Lv bo
| CAICT
| Dr. Mahdi Boloursaz Mashhadi
| 5/6GIC, University of Surrey
| | Ammar Muthanna | SPbSUT
| Alessandro Pappalardo
| Xilinx
| Prof. Ilan Sousa
| Federal University of Pará
| Paul Harvey
| Rakuten Mobile
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Judge
| Affiliation
| Prof. Tarcisio F. Maciel
| Federal University of Ceará
| Liya Yuan
| ZTE
| Tanguy Ropitault
| NIST
| Norihiro Fukumoto
| University of Tokyo
| Eoghan Furey
| LYIT
| Ping DU
| University of Tokyo
| Evren Tuna
| Turkcell
| Laurent Ciavaglia
| Rakuten Mobile
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