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        AUTHOR = "Zhang, C. and Stepputtis, S. and Sycara, K. and Xie, Y.Q.",
        TITLE = "Enhancing Vision-Language Few-Shot Adaptation with Negative Learning",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "5905-5915",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241395"}

@inproceedings{bb246501,
        AUTHOR = "Yang, Y.T. and Chen, M.H. and Qiu, Q. and Wu, J.H. and Wang, W.X. and Lin, B.B. and Guan, Z.Y. and He, X.F.",
        TITLE = "Adapt2reward: Adapting Video-language Models to Generalizable Robotic
Rewards via Failure Prompts",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "LVII: 163-180",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241396"}

@inproceedings{bb246502,
        AUTHOR = "Adhikari, R. and Thapaliya, S. and Dhakal, M. and Khanal, B.",
        TITLE = "Tunevlseg: Prompt Tuning Benchmark for Vision-language Segmentation
Models",
        BOOKTITLE = ACCV24,
        YEAR = "2024",
        PAGES = "III: 44-62",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241397"}

@inproceedings{bb246503,
        AUTHOR = "Zhang, J.M. and Ma, X.J. and Wang, X. and Qiu, L.Y. and Wang, J.Q. and Jiang, Y.G. and Sang, J.",
        TITLE = "Adversarial Prompt Tuning for Vision-language Models",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XLV: 56-72",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241398"}

@inproceedings{bb246504,
        AUTHOR = "Wu, G. and Zhang, X. and Li, Z. and Chen, Z.W. and Liang, J.J. and Yang, J. and Li, X.",
        TITLE = "Cascade Prompt Learning for Vision-language Model Adaptation",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "L: 304-321",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241399"}

@inproceedings{bb246505,
        AUTHOR = "Han, J. and Lin, Z.W. and Sun, Z.Y. and Gao, Y.G. and Yan, K. and Ding, S.H. and Gao, Y. and Xia, G.S.",
        TITLE = "Anchor-based Robust Finetuning of Vision-Language Models",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "26909-26918",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241400"}

@inproceedings{bb246506,
        AUTHOR = "Wu, T.Y. and Ho, C.H. and Vasconcelos, N.M.",
        TITLE = "ProTeCt: Prompt Tuning for Taxonomic Open Set Classification",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "16531-16540",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241401"}

@inproceedings{bb246507,
        AUTHOR = "Zhang, Y.B. and Zhu, W.J. and Tang, H. and Ma, Z.Y. and Zhou, K.Y. and Zhang, L.",
        TITLE = "Dual Memory Networks: A Versatile Adaptation Approach for
Vision-Language Models",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "28718-28728",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241402"}

@inproceedings{bb246508,
        AUTHOR = "Guo, Y.C. and Gu, X.D.",
        TITLE = "JoAPR: Cleaning the Lens of Prompt Learning for Vision-Language
Models",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "28695-28705",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241403"}

@inproceedings{bb246509,
        AUTHOR = "Cao, Q.L. and Zheng Qin, X. and Chen, Y.T. and Chao, M. and Yang, X.K.",
        TITLE = "Domain Prompt Learning with Quaternion Networks",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "26627-26636",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241404"}

@inproceedings{bb246510,
        AUTHOR = "Zanella, M. and Fuchs, C. and de Vleeschouwer, C. and Ayed, I.B.",
        TITLE = "Realistic Test-Time Adaptation of Vision-Language Models",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "25103-25112",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241405"}

@inproceedings{bb246511,
        AUTHOR = "Fuchs, C. and Zanella, M. and de Vleeschouwer, C.",
        TITLE = "Online Gaussian Test-Time Adaptation of Vision-Language Models",
        BOOKTITLE = "MULA25",
        YEAR = "2025",
        PAGES = "128-137",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241406"}

@inproceedings{bb246512,
        AUTHOR = "Zanella, M. and Ayed, I.B.",
        TITLE = "On the Test-Time Zero-Shot Generalization of Vision-Language Models:
Do we Really need Prompt Learning?",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "23783-23793",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241407"}

@inproceedings{bb246513,
        AUTHOR = "Yang, S.Q. and Tian, Z.T. and Jiang, L. and Jia, J.Y.",
        TITLE = "Unified Language-Driven Zero-Shot Domain Adaptation",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "23407-23415",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241408"}

@inproceedings{bb246514,
        AUTHOR = "Chen, Y.F. and Chen, D.P. and Liu, R.J. and Zhou, S. and Xue, W.Y. and Peng, W.",
        TITLE = "Align Before Adapt: Leveraging Entity-to-Region Alignments for
Generalizable Video Action Recognition",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "18688-18698",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241409"}

@inproceedings{bb246515,
        AUTHOR = "Kahatapitiya, K. and Arnab, A. and Nagran, A. and Ryoo, M.S.",
        TITLE = "VicTR: Video-conditioned Text Representations for Activity
Recognition",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "18547-18558",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241410"}

@inproceedings{bb246516,
        AUTHOR = "Huang, C.Q. and Jiang, A. and Feng, J.H. and Zhang, Y. and Wang, X.C. and Wang, Y.F.",
        TITLE = "Adapting Visual-Language Models for Generalizable Anomaly Detection
in Medical Images",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "11375-11385",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241411"}

@inproceedings{bb246517,
        AUTHOR = "Bang, J. and Ahn, S. and Lee, J.G.",
        TITLE = "Active Prompt Learning in Vision Language Models",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "26994-27004",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241412"}

@inproceedings{bb246518,
        AUTHOR = "Khandelwal, A.",
        TITLE = "PromptSync: Bridging Domain Gaps in Vision-Language Models through
Class-Aware Prototype Alignment and Discrimination",
        BOOKTITLE = ZeroShot24,
        YEAR = "2024",
        PAGES = "7819-7828",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241413"}

@inproceedings{bb246519,
        AUTHOR = "Hirohashi, Y. and Hirakawa, T. and Yamashita, T. and Fujiyoshi, H.",
        TITLE = "Prompt Learning with One-Shot Setting based Feature Space Analysis in
Vision-and-Language Models",
        BOOKTITLE = ZeroShot24,
        YEAR = "2024",
        PAGES = "7761-7770",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241414"}

@inproceedings{bb246520,
        AUTHOR = "Karmanov, A. and Guan, D. and Lu, S.J. and El Saddik, A. and Xing, E.",
        TITLE = "Efficient Test-Time Adaptation of Vision-Language Models",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "14162-14171",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241415"}

@inproceedings{bb246521,
        AUTHOR = "Zhao, Y. and Zhao, L. and Zhou, X.Y. and Wu, J.L. and Chu, C.T. and Miao, H. and Schroff, F. and Adam, H. and Liu, T. and Gong, B.Q. and Krahenbuhl, P. and Yuan, L.Z.",
        TITLE = "Distilling Vision-Language Models on Millions of Videos",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "13106-13116",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241416"}

@inproceedings{bb246522,
        AUTHOR = "Hu, Y.S. and Stretcu, O. and Lu, C.T. and Viswanathan, K. and Hata, K. and Luo, E. and Krishna, R. and Fuxman, A.",
        TITLE = "Visual Program Distillation: Distilling Tools and Programmatic
Reasoning into Vision-Language Models",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "9590-9601",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241417"}

@inproceedings{bb246523,
        AUTHOR = "Zanella, M. and Fuchs, C. and Ben Ayed, I. and de Vleeschouwer, C.",
        TITLE = "Vocabulary-Free Few-Shot Learning for Vision-Language Models",
        BOOKTITLE = "MULA25",
        YEAR = "2025",
        PAGES = "149-158",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241418"}

@inproceedings{bb246524,
        AUTHOR = "Silva Rodriguez, J. and Hajimiri, S. and Ben Ayed, I. and Dolz, J.",
        TITLE = "A Closer Look at the Few-Shot Adaptation of Large Vision-Language
Models",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "23681-23690",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241419"}

@inproceedings{bb246525,
        AUTHOR = "Zanella, M. and Ben Ayed, I.",
        TITLE = "Low-Rank Few-Shot Adaptation of Vision-Language Models",
        BOOKTITLE = Prompting24,
        YEAR = "2024",
        PAGES = "1593-1603",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241420"}

@inproceedings{bb246526,
        AUTHOR = "Shen, S. and Yang, S. and Zhang, T.J. and Zhai, B. and Gonzalez, J.E. and Keutzer, K. and Darrell, T.J.",
        TITLE = "Multitask Vision-Language Prompt Tuning",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "5644-5655",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241421"}

@inproceedings{bb246527,
        AUTHOR = "Lin, W. and Mirza, M.J. and Doveh, S. and Feris, R. and Giryes, R. and Hochreiter, S. and Karlinsky, L.",
        TITLE = "Comparison Visual Instruction Tuning",
        BOOKTITLE = Reasoning25,
        YEAR = "2025",
        PAGES = "2964-2974",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241422"}

@inproceedings{bb246528,
        AUTHOR = "Hu, Z.Y. and Li, Y.Y. and Lyu, M.R. and Wang, L.W.",
        TITLE = "VL-PET: Vision-and-Language Parameter-Efficient Tuning via
Granularity Control",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "2998-3008",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241423"}

@inproceedings{bb246529,
        AUTHOR = "Wu, C.E. and Tian, Y. and Yu, H.C. and Wang, H. and Morgado, P. and Hu, Y.H. and Yang, L.J.",
        TITLE = "Why Is Prompt Tuning for Vision-Language Models Robust to Noisy
Labels?",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "15442-15451",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241424"}

@inproceedings{bb246530,
        AUTHOR = "Ouali, Y. and Bulat, A. and Matinez, B. and Tzimiropoulos, G.",
        TITLE = "Black Box Few-Shot Adaptation for Vision-Language models",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "15488-15500",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241425"}

@inproceedings{bb246531,
        AUTHOR = "Kan, B. and Wang, T. and Lu, W.P. and Zhen, X.T. and Guan, W. and Zheng, F.",
        TITLE = "Knowledge-Aware Prompt Tuning for Generalizable Vision-Language
Models",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "15624-15634",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241426"}

@inproceedings{bb246532,
        AUTHOR = "Cho, E. and Kim, J. and Kim, H.W.J.",
        TITLE = "Distribution-Aware Prompt Tuning for Vision-Language Models",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "21947-21956",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241427"}

@inproceedings{bb246533,
        AUTHOR = "Varma, M. and Delbrouck, J.B. and Hooper, S. and Chaudhari, A. and Langlotz, C.",
        TITLE = "ViLLA: Fine-Grained Vision-Language Representation Learning from
Real-World Data",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "22168-22178",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241428"}

@inproceedings{bb246534,
        AUTHOR = "Upadhyay, U. and Karthik, S. and Mancini, M. and Akata, Z.",
        TITLE = "ProbVLM: Probabilistic Adapter for Frozen Vison-Language Models",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "1899-1910",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803tunvlm5.html#TT241429"}

@article{bb246535,
        AUTHOR = "Liang, J.W. and Liang, S.Y. and Liu, A.S. and Cao, X.C.",
        TITLE = "VL-Trojan: Multimodal Instruction Backdoor Attacks against
Autoregressive Visual Language Models",
        JOURNAL = IJCV,
        VOLUME = "133",
        YEAR = "2025",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "3994-4013",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241430"}

@article{bb246536,
        AUTHOR = "Fu, T.C. and Zhang, J.H. and Li, F.X. and Wei, P. and Zeng, X.L. and Zhou, W.",
        TITLE = "Multimodal alignment augmentation transferable attack on
vision-language pre-training models",
        JOURNAL = PRL,
        VOLUME = "191",
        YEAR = "2025",
        PAGES = "131-137",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241431"}

@article{bb246537,
        AUTHOR = "Jia, X.J. and Gao, S.S. and Guo, Q. and Qin, S. and Ma, K. and Huang, Y.H. and Liu, Y. and Tsang, I.W. and Cao, X.C.",
        TITLE = "Semantic-Aligned Adversarial Evolution Triangle for
High-Transferability Vision-Language Attack",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "8489-8505",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241432"}

@article{bb246538,
        AUTHOR = "Qian, Y.G. and Kong, Y.X. and Bao, Q.Q. and Gu, Z.Q. and Wang, B. and Ji, S. and Zhang, J.P. and Lei, Z.",
        TITLE = "Individual and Common Attack: Enhancing Transferability in VLP Models
Through Modal Feature Exploitation",
        JOURNAL = IP,
        VOLUME = "35",
        YEAR = "2026",
        PAGES = "1082-1095",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241433"}

@article{bb246539,
        AUTHOR = "Kuurila Zhang, H. and Chen, H.Y. and Zhao, G.Y.",
        TITLE = "Evaluating the Adversarial Robustness of Vision-Language Models for
Facial Expression Recognition",
        JOURNAL = IEEE_Int_Sys,
        VOLUME = "41",
        YEAR = "2026",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "105-112",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241434"}

@article{bb246540,
        AUTHOR = "Liu, C.H. and Wang, Y. and Cao, H.Y. and Liu, B. and Jiang, D.Q.",
        TITLE = "Evaluating the Adversarial Robustness of Vision-Language Models via
Internal Feature Perturbations",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "3938-3950",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241435"}

@article{bb246541,
        AUTHOR = "Lu, Z. and Xu, N. and Tian, H. and Wang, L.J. and Liu, A.A.",
        TITLE = "Medical VLP Model Is Vulnerable: Toward Multimodal Adversarial Attack
on Large Medical Vision-Language Models",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "2478-2491",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241436"}

@article{bb246542,
        AUTHOR = "Wang, B. and Qian, S.S. and Xu, C.S.",
        TITLE = "Invisible Backdoor Attack With Siamese Tuning on Pre-Trained
Vision-Language Models",
        JOURNAL = MultMed,
        VOLUME = "28",
        YEAR = "2026",
        PAGES = "1663-1676",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241437"}

@article{bb246543,
        AUTHOR = "Liu, D.Z. and Liu, W.Q. and Cai, X.W. and Zhou, P. and Guan, R.W. and Qu, X.Y. and Du, B.",
        TITLE = "Generating transferable attacks across large vision-language models
using adversarial deformation learning",
        JOURNAL = PR,
        VOLUME = "176",
        YEAR = "2026",
        PAGES = "113194",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241438"}

@inproceedings{bb246544,
        AUTHOR = "Cao, Y. and Xing, Y. and Zhang, J. and Lin, D. and Zhang, T.W. and Tsang, I. and Liu, Y. and Guo, Q.",
        TITLE = "SceneTAP: Scene-Coherent Typographic Adversarial Planner against
Vision-Language Models in Real-World Environments",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "25050-25059",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241439"}

@inproceedings{bb246545,
        AUTHOR = "Xie, P. and Bie, Y. and Mao, J. and Song, Y.Q. and Wang, Y. and Chen, H. and Chen, K.",
        TITLE = "Chain of Attack: On the Robustness of Vision-Language Models Against
Transfer-Based Adversarial Attacks",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "14679-14689",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241440"}

@inproceedings{bb246546,
        AUTHOR = "Zhang, J.M. and Ye, J. and Ma, X. and Li, Y. and Yang, Y.F. and Chen, Y.H. and Sang, J. and Yeung, D.Y.",
        TITLE = "Anyattack: Towards Large-scale Self-supervised Adversarial Attacks on
Vision-language Models",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "19900-19909",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241441"}

@inproceedings{bb246547,
        AUTHOR = "Liang, S.Y. and Liang, J.W. and Pang, T.Y. and Du, C. and Liu, A. and Zhu, M.L. and Cao, X.C. and Tao, D.C.",
        TITLE = "Revisiting Backdoor Attacks against Large Vision-Language Models from
Domain Shift",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "9477-9486",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241442"}

@inproceedings{bb246548,
        AUTHOR = "Fime, A.A. and Hossain, M.Z. and Zaman, S. and Shahid, A.R. and Imteaj, A.",
        TITLE = "Towards Trustworthy Autonomous Vehicles with Vision-Language Models
under Targeted and Untargeted Adversarial Attacks",
        BOOKTITLE = "FaDE-TCV25",
        YEAR = "2025",
        PAGES = "619-628",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241443"}

@inproceedings{bb246549,
        AUTHOR = "Chen, L. and Chen, Y.L. and Luo, Y. and Dou, H. and Zhong, X.Y.",
        TITLE = "Attention-Guided Hierarchical Defense for Multimodal Attacks in
Vision-Language Models",
        BOOKTITLE = TrustworthyOpen25,
        YEAR = "2025",
        PAGES = "1598-1608",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241444"}

@inproceedings{bb246550,
        AUTHOR = "Xing, S.L. and Zhao, Z.Y. and Sebe, N.",
        TITLE = "CLIP is Strong Enough to Fight Back: Test-time Counterattacks towards
Zero-shot Adversarial Robustness of CLIP",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "15172-15182",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241445"}

@inproceedings{bb246551,
        AUTHOR = "Ishmam, A.M. and Thomas, C.",
        TITLE = "Semantic Shield: Defending Vision-Language Models Against Backdooring
and Poisoning via Fine-Grained Knowledge Alignment",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "24820-24830",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241446"}

@inproceedings{bb246552,
        AUTHOR = "Wang, Y. and Liu, X.G. and Li, Y. and Chen, M. and Xiao, C.W.",
        TITLE = "Adashield: Safeguarding Multimodal Large Language Models from
Structure-based Attack via Adaptive Shield Prompting",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XX: 77-94",
        BIBSOURCE = "http://www.visionbib.com/bibliography/applicat803atkvlm4.html#TT241447"}

@inproceedings{bb246553,
        AUTHOR = "Gao, S. and Jia, X.J. and Ren, X.H. and Tsang, I. and Guo, Q.",
        TITLE = "Boosting Transferability in Vision-language Attacks via Diversification
Along the Intersection Region of Adversarial Trajectory",
        BOOKTITLE = ECCV24,
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