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142<!-- <h4>Hanlin Cai</h4> -->
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181      <blockquote>
182  <p>(†: equal contribution, ~~: corresponding author)</p>
183</blockquote>
184
185<h2 id="my-collaborators">My Collaborators</h2>
186
187<p><em>The individuals listed below have profoundly shaped my research and personal development. Their invaluable contributions and guidance have greatly enriched all the work presented here.</em></p>
188
189<ul>
190  <li><strong>Edge AI:</strong> <a href="https://www.tkn.tu-berlin.de/team/dressler/">Falko Dressler (TU Berlin)</a>, <a href="https://sites.google.com/site/lukasunsw/">Kai Li (CMU)</a>, <a href="https://yichenli-hust.github.io/">Yichen Li (HUST)</a>, <a href="https://xianhaochen.net/people">Zheng Lin (HKU)</a></li>
191  <li><strong>Wireless Communications:</strong> <a href="https://oba.eco/">Ozgur B. Akan (Cam)</a>, <a href="https://scholar.google.com/citations?user=tuhdAK0AAAAJ&amp;hl=zh-CN">Haofan Dong (Cam)</a>, <a href="https://ioe.eng.cam.ac.uk/staff/houtianfu-wang">Houtianfu Wang (Cam)</a></li>
192  <li><strong>Mobile Networks:</strong> <a href="https://www.cl.cam.ac.uk/~jac22/">Jon Crowcroft (Cam)</a>, <a href="https://junfei-z.github.io/">Junfei Zhan (UPenn)</a>, <a href="https://scholar.google.com/citations?hl=zh-CN&amp;user=iZ7LQRkAAAAJ&amp;view_op=list_works&amp;sortby=pubdate">Zhezhuang Xu (FZU)</a>, <a href="https://myuan27.github.io/">Meng Yuan (VUW)</a><br /><br /></li>
193</ul>
194
195<hr />
196
197<h2 id="journal-paper">Journal Paper</h2>
198
199<ul>
200  <li>
201    <p><a href="https://arxiv.org/abs/2605.07961">Graph Representation Learning Augmented Model Manipulation on Federated Fine-Tuning of LLMs</a><br /><strong>Hanlin Cai</strong>, Kai Li, Houtianfu Wang, Haofan Dong, Yichen Li, Falko Dressler, Ozgur B. Akan<br /><strong>IEEE Transactions on Network Science and Engineering</strong>, 2026.<br /></p>
202  </li>
203  <li>
204    <p><a href="https://arxiv.org/abs/2603.08990">Edge-Side Fingerprints of Service Tiering and Quota Throttling in Starlink</a><br />Houtianfu Wang, <strong>Hanlin Cai~~</strong>, Haofan Dong, Ozgur B. Akan<br /><strong>IEEE Networking Letter</strong>, 2026.<br /></p>
205  </li>
206  <li>
207    <p><a href="https://arxiv.org/abs/2503.23446">Semantic Communication for the Internet of Space: New Architecture, Challenges, and Future Vision</a><br /><strong>Hanlin Cai</strong>, Houtianfu Wang, Haofan Dong, Ozgur B. Akan<br />Submitted to an IEEE Magazine, 2026.<br /></p>
208  </li>
209  <li>
210    <p><a href="https://arxiv.org/abs/2604.10830">Rain Rate Estimation Bounds and Weather-Adaptive Pilot Allocation for LEO Satellite ISAC</a><br />
210Haofan Dong, Houtianfu Wang, <strong>Hanlin Cai</strong>, O. Tansel Baydas, Ozgur B. Akan<br /><strong>IEEE Transactions on Wireless Communications</strong>, 2026.<br /></p>
211  </li>
212  <li>
213    <p><a href="https://arxiv.org/abs/2601.00820">Risk-Aware Link Adaptation Architecture for Ka-Band LEO Downlinks Under Ionospheric Disturbances</a><br />Houtianfu Wang, Haofan Dong, <strong>Hanlin Cai</strong>, Ozgur B. Akan<br /><strong>IEEE Transactions on Aerospace and Electronic Systems</strong>, 2026.<br /></p>
214  </li>
215  <li>
216    <p>Measurement-Grounded Deadline Feasibility over LEO RF and Optical Access Links<br />Houtianfu Wang, Osman. T. Baydas, <strong>Hanlin Cai</strong>, Haofan Dong, Ozgur B. Akan<br /><strong>IEEE Transactions on Aerospace and Electronic Systems</strong>, 2026.<br /></p>
217  </li>
218  <li>
219    <p><a href="https://arxiv.org/abs/2607.04405">Deadline-Bound Finite-Object Delivery over Intermittent LEO Satellite Contact Plans under Residual-Service Accounting</a><br />Houtianfu Wang, O. Tansel Baydas, <strong>Hanlin Cai</strong>, Haofan Dong, Ozgur B. Akan<br />Submitted to an IEEE Transaction Journal, 2026.<br /></p>
220  </li>
221  <li>
222    <p>Fence-and-Flash: Sequential ISAC for Probabilistic LEO Debris Characterization over Inter-Satellite Links<br />Houtianfu Wang, O. Tansel Baydas, <strong>Hanlin Cai</strong>, Haofan Dong, Ozgur B. Akan<br />Submitted to an IEEE Transaction Journal, 2026.<br /></p>
223  </li>
224  <li>
225    <p>Active–Passive Spectrum Coexistence via Power Textures for Astronomical-Signal Identifiability<br />Haofan Dong, Houtianfu Wang, <strong>Hanlin Cai</strong>, O. Tansel Baydas, Ozgur B. Akan<br />Submitted to an IEEE Transaction Journal, 2026.<br /></p>
226  </li>
227  <li>
228    <p>Staying Online Costs More Energy Than Sending Bits in a Starlink Mini Terminal<br />Houtianfu Wang, Shaojie Zhang, <strong>Hanlin Cai</strong>, Haofan Dong, Ozgur B. Akan<br />Submitted to an IEEE Transaction Journal, 2026.<br /></p>
229  </li>
230  <li>
231    <p><a href="https://arxiv.org/abs/2604.14643">Physically-Induced Atmospheric Adversarial Perturbations: Enhancing Transferability and Robustness in Remote Sensing Image Classification</a><br />Weiwei Zhuang, Wangze Xie, Qi Zhang, Xia Du, Zihan Lin, Zheng Lin, <strong>Hanlin Cai</strong>, Jizhe Zhou, Zihan Fang, Chi-man Pun, Wei Ni, Jun Luo<br /><strong>IEEE Transactions on Geoscience and Remote Sensing</strong>, 2026.<br /></p>
232  </li>
233  <li>
234    <p><a href="https://arxiv.org/abs/2510.19007">Fundamental Limits of Cooperative Integrated Sensing and Communications over Low-Earth Orbit THz Satellite Channels</a><br />
234Haofan Dong, Houtianfu Wang, <strong>Hanlin Cai</strong>, Ozgur B. Akan<br />Submitted to an IEEE Transaction Journal, 2026.<br /></p>
235  </li>
236  <li>
237    <p><a href="https://arxiv.org/abs/2605.17150">A reversed solar illumination dependence of unintended emission from Starlink Direct-to-Cell satellites at 72–234 MHz with the EDA2</a><br />Haofan Dong, Houtianfu Wang, <strong>Hanlin Cai</strong>, Ozgur B. Akan<br /><strong>Publications of the Astronomical Society of Australia (PASA)</strong>, 2026.<br /></p>
238
239    <p><br /></p>
240  </li>
241</ul>
242
243<hr />
244
245<h2 id="conference-paper">Conference Paper</h2>
246
247<ul>
248  <li>
249    <p><a href="https://arxiv.org/pdf/2603.11280">Performance Bounds and Robust Filtering for LEO Inter-Satellite Synchronization under Cross-Epoch Doppler Coupling</a><br />Haofan Dong, Houtianfu Wang, <strong>Hanlin Cai</strong>, Ozgur B. Akan<br />Submitted to the IEEE 27th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC). <br />Athens, Greece. September, 2026.<br /></p>
250  </li>
251  <li>
252    <p><a href="https://dl.acm.org/doi/10.1145/3812835.3814863">Poster: Graph Learning-based Update Manipulation Attack on Federated Fine-Tuning of LLMs over Wireless Networks</a><br /><strong>Hanlin Cai</strong>, Junfei Zhan, Zheng Lin, Xinyi Cai<br />Proceedings of the 24th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys).<br />Cambridge, United Kingdom. June, 2026.<br /></p>
253  </li>
254  <li>
255    <p><a href="https://arxiv.org/abs/2511.07176">Graph Representation-based Model Poisoning on the Heterogeneous Internet of Agents</a><br /><strong>Hanlin Cai</strong>, Houtianfu Wang, Haofan Dong, Kai Li, Sai Zou, Ozgur B. Akan<br />Proceedings of the IEEE 22nd International Wireless Communications &amp; Mobile Computing Conference (IWCMC). <br />Shanghai, China. June, 2026.<br /></p>
256  </li>
257  <li>
258    <p><a href="https://arxiv.org/abs/2502.08426">Semantic Learning for Molecular Communication in Internet of Bio-Nano Things</a><br /><strong>Hanlin Cai</strong>, Ozgur B. Akan<br />Proceedings of the 9th Workshop on Molecular Communications<br />Catania, Italy. April, 2025.<br /></p>
259  </li>
260  <li>
261    <p><a href="https://www.researchgate.net/publication/384046364/">Securing Billion Bluetooth Low Energy Devices Using Cyber-Physical Analysis and Deep Learning Techniques</a><br /><strong>Hanlin Cai†</strong>, Yuchen Fang<strong>†</strong>, Jiacheng Huang, Honglin Liao, Meng Yuan, Zhezhuang Xu<br />Presented at the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), <a href="https://kdd2024.kdd.org/undergraduate-consortium/">Undergraduate Consortium</a>.<br />Barcelona, Spain. August, 2024.<br /></p>
262  </li>
263  <li>
264    <p><a href="https://dl.acm.org/doi/abs/10.1145/3643832.3661434">Poster: Hybrid Detection Mechanism for Spoofing Attacks in Bluetooth Low Energy Networks</a><br /><strong>Hanlin Cai</strong>, Yuchen Fang, Jiacheng Huang, Meng Yuan, Zhezhuang Xu<br />Proceedings of the 22nd ACM International Conference on Mobile Systems, Applications, and Services (MobiSys).<br />Tokyo, Japan. June, 2024.<br /></p>
265  </li>
266  <li>
267    <p><a href="https://arxiv.org/abs/2504.20016">Applying LLM-Powered Virtual Humans to Child Interviews in Child-Centered Design</a><br />Linshi Li, <strong>Hanlin Cai~~</strong><br />Proceedings of the 24th Annual ACM Interaction Design and Children Conference (IDC).<br />Reykjavik, Iceland. June, 2025.<br /></p>
268  </li>
269  <li>
270    <p>SeeMusic: XR-Enhanced Musical Language Training Application for Hearing-impaired Children<br />Linshi Li, Xianjinghua Chen, Yutian Qin and <strong>Hanlin Cai~~</strong><br />Proceedings of the 14th IEEE International Conference on Educational and Information Technology.<br />Guangzhou, China. March, 2025.<br /></p>
271
272    <p><br /></p>
273  </li>
274</ul>
275
276<hr />
277
278<h2 id="early-project-during-undergrad">Early Project (during Undergrad)</h2>
279
280<ul>
281  <li>
282    <p><a href="https://ojs.aaai.org/index.php/AAAI/article/view/30544">Securing Billion Bluetooth Devices Leveraging Learning-based Techniques</a><br /><em>Final-year project (<a href="https://caihanlin.com/mypaper/thesis/UG-thesis.pdf">see thesis below</a>).</em><br /><strong>Hanlin Cai</strong> (Advisors: Zhezhuang Xu, Tozammel Hossain)<br />Proceedings of the 38th Annual AAAI Conference on Artificial Intelligence (AAAI 2024), <a href="https://aaai.org/aaai-24-conference/undergraduate-consortium-program/">Undergraduate Consortium</a>.<br />Vancouver, Canada. February, 2024.<br /></p>
283  </li>
284  <li>
285    <p>Optimizing Traffic Sign Detection System Using Deep Residual Neural Networks Combined with Analytic Hierarchy Process Model<br /><em>
285Third-year course design.</em><br /><strong>Hanlin Cai</strong>, Zheng Li, Jiaqi Hu, Wei Hong Lim, Sew Sun Tiang, Mastaneh Mokayef, Chin Hong Wong<br />Proceedings of the 28th International Conference on Artificial Life and Robotics.<br />Beppu, Japan. February, 2023.<br />Recommended for expanding publication in the <em>Journal of Advances in Artificial Life Robotics</em>.</p>
286
287    <p><br /></p>
288  </li>
289</ul>
290
291<hr />
292
293<h2 id="degree-thesis">Degree Thesis</h2>
294
295<ul>
296  <li>
297    <p>Towards Resilient and Trustworthy Internet of Agents<br />PhD First Year Report, 2026.</p>
298  </li>
299  <li>
300    <p><a href="https://caihanlin.com/mypaper/thesis/MPhil_thesis.pdf">Semantic Communication for the Internet of Everything: From Molecular to Space Networks</a><br /><strong>Hanlin Cai</strong> (Advisor: Dr. Ozgur B. Akan).<br />Examiners: <a href="https://computing.unl.edu/person/sasitharan-balasubramaniam/">Dr. Sasitharan Balasubramaniam</a>, <a href="https://www.eng.cam.ac.uk/profiles/qc223">Dr. Qixiang Cheng</a>.<br />Thesis awarded <strong>High Distinction</strong>.<br /></p>
301  </li>
302  <li>
303    <p><a href="https://caihanlin.com/mypaper/thesis/UG-thesis.pdf">Hybrid Detection Mechanism for Spoofing Attacks in Bluetooth Low Energy Networks</a><br /><strong>Hanlin Cai</strong> (Advisor: Dr. Zhezhuang Xu).<br /><strong>Best Bachelor Thesis Award</strong> (top 1/300, the highest score of year 2024).<br /></p>
304  </li>
305  <li>
306    <p><a href="https://caihanlin.com/mypaper/thesis/IP-report.pdf">Industrial Inspection System based on Intelligent IoT and Bionic Quadruped Robot</a><br /><strong>Hanlin Cai</strong> (Advisor: Yuxiong Xia).<br />Industrial Placement Report at China Fuzhou Huading Tech. (Third-year industrial progrom).<br /></p>
307
308    <p><br /></p>
309  </li>
310</ul>
311
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