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update leaderboard and latest news
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latest_news.md

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<!-- ><span style="font-size: 12px; color: gray; margin-top: -15px;">01/09/2025</span>
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><span style="font-size: 12px; color: gray; margin-top: -15px;">01/09/2025</span>
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>### 🏆 Leaderboard Finalised & Joint Challenge Paper
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>The finalised <a href="https://github-pages.ucl.ac.uk/tus-rec-challenge/leaderboard.html" target="_blank">leaderboard</a> is now available. This challenge will remain open-ended, and we are planning to submit a challenge paper. Docker submissions made before 13 Oct 2025 will be considered for co-authorship in the challenge paper, based on performance.
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><span style="font-size: 12px; color: gray; margin-top: -15px;">07/07/2025</span>
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>### ⬆️ TUS-REC2025 Challenge Submission Phase Begins

leaderboard.md

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| 2 | MUSIC Lab | Mingyuan Luo, Jiongquan Chen, Zhongnuo Yan, Xin Yang, Dong Ni | Shenzhen University, China | **0.620±0.060** | 0.623±0.102 | 0.617±0.035 | 0.639±0.055 | 0.601±0.072 | 9.851±3.140 | 8.116±3.018 | 0.138±0.018 | 0.116±0.017 | 107.479±24.052 |
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| 3 | COCHE | Lei Zhao, Yuan Zhao, Kannie WY Chan | Hong Kong Centre for Cerebro-cardiovascular Health Engineering, Hong Kong SAR, China; City University of Hong Kong, Hong Kong SAR, China | **0.503±0.134** | 0.481±0.239 | 0.526±0.058 | 0.520±0.131 | 0.487±0.147 | 13.892±6.748 | 10.705±4.628 | 0.172±0.026 | 0.143±0.029 | 43.054±3.274 |
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| 4 | AGH-MedApp | Artur Jurgas, Maciej Stanuch, Michał Trojak, Andrzej Skalski | AGH University of Krakow, Poland; MedApp S.A., Poland | **0.383±0.128** | 0.268±0.229 | 0.499±0.062 | 0.428±0.115 | 0.339±0.162 | 18.605±6.492 | 15.955±5.850 | 0.179±0.026 | 0.153±0.031 | 40.367±3.230 |
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| 5 | AMI-Lab | SiYeoul Lee, SeongKyu Park, MinKyung Seo, MinKyung Seo, MinKyung Seo, EonSeung Seong, Imrus Salehin, Hyeyun Lee, MinWoo Kim | Pusan National University, Yangsan, Korea | **0.301±0.155** | 0.106±0.283 | 0.497±0.064 | 0.373±0.127 | 0.230±0.202 | 21.800±6.477 | 19.645±6.310 | 0.177±0.027 | 0.157±0.035 | 10.439±0.683 |
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| 5 | AMI-Lab | SiYeoul Lee, SeongKyu Park, MinKyung Seo, Seonho Kim, GyuBin Kim, EonSeung Seong, Imrus Salehin, Hyeyun Lee, MinWoo Kim | Pusan National University, Yangsan, Korea | **0.301±0.155** | 0.106±0.283 | 0.497±0.064 | 0.373±0.127 | 0.230±0.202 | 21.800±6.477 | 19.645±6.310 | 0.177±0.027 | 0.157±0.035 | 10.439±0.683 |
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| 6 | QBME | Tan Zhou | Shanghai Jiao Tong University, China | **0.188±0.206** | -0.023±0.398 | 0.399±0.051 | 0.248±0.161 | 0.128±0.276 | 25.708±8.263 | 21.728±9.009 | 0.216±0.026 | 0.183±0.032 | 34.686±2.808 |
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| 7 | Baseline | TUS-REC Organisation Team | University College London, United Kingdom | **0.163±0.216** | -0.078±0.410 | 0.405±0.051 | 0.244±0.145 | 0.083±0.304 | 26.110±7.256 | 23.681±9.049 | 0.214±0.025 | 0.181±0.030 | 19.753±1.570 |
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