Adaptive Data Augmentation with Multi-armed Bandit: Sample-Efficient Embedding Calibration for Implicit Pattern Recognition.

Aolin Ding

Minxue Tang Yangyang Yu Aolin Ding Maziyar Baran Pouyan Taha Belkhouja Yujia Bao Adaptive Data Augmentation with Multi-armed Bandit: Sample-Efficient Embedding Calibration for Implicit Pattern Recognition. 2026 February abs/2602.19385 CoRR https://doi.org/10.48550/arXiv.2602.19385 db/journals/corr/corr2602.html#abs-2602-19385 streams/journals/corr

Martin Kuo Jingyang Zhang Jianyi Zhang Minxue Tang Louis DiValentin Aolin Ding Jingwei Sun 0002 William Chen Amin Hass Tianlong Chen 0001 Yiran Chen 0001 Hai Li 0001 Proactive Privacy Amnesia for Large Language Models: Safeguarding PII with Negligible Impact on Model Utility. 2025 ICLR https://openreview.net/forum?id=io8uRPYktn conf/iclr/2025 db/conf/iclr/iclr2025.html#KuoZZTDD0CH00025 Minxue Tang Yitu Wang Jingyang Zhang Louis DiValentin Aolin Ding Amin Hass Yiran Chen 0001 Hai Li 0001 FedProphet: Memory-Efficient Federated Adversarial Training via Robust and Consistent Cascade Learning. 2025 MLSys https://openreview.net/forum?id=NnmqHLjf0Y https://proceedings.mlsys.org/paper_files/paper/2025/hash/96f39c8de84678cb2a908cd52bfd7819-Abstract-Conference.html conf/mlsys/2025 db/conf/mlsys/mlsys2025.html#TangWZDDH0025

Martin Kuo Jianyi Zhang Aolin Ding Qinsi Wang Louis DiValentin Yujia Bao Wei Wei 0019 Hai Li 0001 Yiran Chen 0001 H-CoT: Hijacking the Chain-of-Thought Safety Reasoning Mechanism to Jailbreak Large Reasoning Models, Including OpenAI o1/o3, DeepSeek-R1, and Gemini 2.0 Flash Thinking. 2025 February abs/2502.12893 CoRR https://doi.org/10.48550/arXiv.2502.12893 db/journals/corr/corr2502.html#abs-2502-12893 streams/journals/corr

Martin Kuo Jianyi Zhang Aolin Ding Louis DiValentin Amin Hass Benjamin F. Morris III Isaac Jacobson Randolph Linderman James Kiessling Nicolas Ramos Bhavna Gopal Maziyar Baran Pouyan Changwei Liu Hai Li 0001 Yiran Chen 0001 SafeTy Reasoning Elicitation Alignment for Multi-Turn Dialogues. 2025 June abs/2506.00668 CoRR https://doi.org/10.48550/arXiv.2506.00668 db/journals/corr/corr2506.html#abs-2506-00668 streams/journals/corr

Zhenting Wang Qi Chang Hemani Patel Shashank Biju Cheng-En Wu Quan Liu Aolin Ding Alireza Rezazadeh Ankit Shah 0001 Yujia Bao Eugene Siow MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers. 2025 August abs/2508.20453 CoRR https://doi.org/10.48550/arXiv.2508.20453 db/journals/corr/corr2508.html#abs-2508-20453 streams/journals/corr

Matthew Chan Aolin Ding Amin Hass Saman A. Zonouz An Empirical DNN Pruning Approach Against Membership Inference Attacks. 22-32 2024 ADIoT https://doi.org/10.1007/978-3-031-85593-1_2 conf/adiot/2024 db/conf/adiot/adiot2024.html#ChanDHZ24 streams/conf/adiot Changwei Liu Louis DiValentin Aolin Ding Malek Ben Salem Build a Computationally Efficient Strong Defense Against Adversarial Example Attacks. 358-365 2024 ICISSP https://doi.org/10.5220/0012315500003648 conf/icissp/2024 db/conf/icissp/icissp2024.html#LiuDDS24 Hossein Khalili Alexander Chen Theodoros Papaiakovou Timothy Jacques Hao-Jen Chien Changwei Liu Aolin Ding Amin Hass Saman A. Zonouz Nader Sehatbakhsh Virtual Keymysteries Unveiled: Detecting Keystrokes in VR with External Side-Channels. 260-266 2024 SP (Workshops) https://doi.org/10.1109/SPW63631.2024.00031 conf/sp/2024w db/conf/sp/sp2024w.html#KhaliliCPJCLDHZ24 Minxue Tang Anna Dai Louis DiValentin Aolin Ding Amin Hass Neil Zhenqiang Gong Yiran Chen 0001 Hai (Helen) Li ModelGuard: Information-Theoretic Defense Against Model Extraction Attacks. 2024 USENIX Security Symposium https://www.usenix.org/conference/usenixsecurity24/presentation/tang conf/uss/2024 db/conf/uss/uss2024.html#TangDDDHG0L24

Minxue Tang Yitu Wang Jingyang Zhang Louis DiValentin Aolin Ding Amin Hass Yiran Chen 0001 Hai (Helen) Li FedProphet: Memory-Efficient Federated Adversarial Training via Theoretic-Robustness and Low-Inconsistency Cascade Learning. 2024 abs/2409.08372 CoRR https://doi.org/10.48550/arXiv.2409.08372 db/journals/corr/corr2409.html#abs-2409-08372 streams/journals/corr

Aolin Ding Matthew Chan Amin Hass Nils Ole Tippenhauer Shiqing Ma Saman A. Zonouz Get Your Cyber-Physical Tests Done! Data-Driven Vulnerability Assessment of Robotic Aerial Vehicles. 67-80 2023 DSN https://doi.org/10.1109/DSN58367.2023.00020 conf/dsn/2023 db/conf/dsn/dsn2023.html#DingCHTMZ23 Aolin Ding Amin Hass Matthew Chan Nader Sehatbakhsh Saman A. Zonouz Resource-Aware DNN Partitioning for Privacy-Sensitive Edge-Cloud Systems. 188-201 2023 ICONIP (5) https://doi.org/10.1007/978-981-99-8073-4_15 conf/iconip/2023-5 db/conf/iconip/iconip2023-5.html#DingHCSZ23 Taegyu Kim Aolin Ding Sriharsha Etigowni Pengfei Sun Jizhou Chen Luis Garcia 0001 Saman A. Zonouz Dongyan Xu Dave (Jing) Tian Reverse engineering and retrofitting robotic aerial vehicle control firmware using dispatch. 69-83 2022 MobiSys https://doi.org/10.1145/3498361.3538938 https://www.wikidata.org/entity/Q130826132 conf/mobisys/2022 db/conf/mobisys/mobisys2022.html#KimDESCGZXT22

Minxue Tang Jianyi Zhang Mingyuan Ma Louis DiValentin Aolin Ding Amin Hassanzadeh Hai Helen Li Yiran Chen 0001 FADE: Enabling Large-Scale Federated Adversarial Training on Resource-Constrained Edge Devices. 2022 abs/2209.03839 CoRR https://doi.org/10.48550/arXiv.2209.03839 db/journals/corr/corr2209.html#abs-2209-03839

Aolin Ding Praveen Murthy Luis Garcia 0001 Pengfei Sun Matthew Chan Saman A. Zonouz Mini-Me, You Complete Me! Data-Driven Drone Security via DNN-based Approximate Computing. 428-441 2021 RAID https://doi.org/10.1145/3471621.3471869 https://www.wikidata.org/entity/Q131116677 conf/raid/2021 db/conf/raid/raid2021.html#DingMGSCZ21 Yujia Bao Taha Belkhouja Shashank Biju Matthew Chan Qi Chang Alexander Chen Jizhou Chen Tianlong Chen 0001 William Chen Yiran Chen 0001 Hao-Jen Chien Anna Dai Louis DiValentin Sriharsha Etigowni Luis Garcia 0001 Neil Zhenqiang Gong Bhavna Gopal Amin Hass Amin Hassanzadeh Isaac Jacobson Timothy Jacques Hossein Khalili James Kiessling Taegyu Kim Martin Kuo Hai Li 0001Hai Helen LiHai (Helen) Li Randolph Linderman Changwei Liu Quan Liu Mingyuan Ma Shiqing Ma Benjamin F. Morris III Praveen Murthy Theodoros Papaiakovou Hemani Patel Maziyar Baran Pouyan Nicolas Ramos Alireza Rezazadeh Malek Ben Salem Nader Sehatbakhsh Ankit Shah 0001 Eugene Siow Jingwei Sun 0002 Pengfei Sun Minxue Tang Jing (Dave) TianDave (Jing) Tian Nils Ole Tippenhauer Qinsi Wang Yitu Wang Zhenting Wang Wei Wei 0019 Cheng-En Wu Dongyan Xu Yangyang Yu Jianyi Zhang Jingyang Zhang Saman A. Zonouz