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With the rise of deep learning in various applications, privacy concerns around the protection of training data have become a critical area of research.
The OpenCV Library
Bradski, G. (2000) · 2000
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Everything About You: A Multimodal Approach towards Friendship Inference in Online Social Networks
Rahman, T. A., Fritz, M., Backes, M., and Zhang, Y. (2020) · 2003
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A data-driven approach to cleaning large face datasets
Ng, H.-W., and Winkler, S. (2014) · 2014
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Intriguing properties of neural networks
Szegedy, C., Zaremba, W., Sutskever, I., Bruna, J., Erhan, D., Goodfellow, I. J., and Fergus, R. (2014) · 2014
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Model Inversion Attacks That Exploit Confidence Information and Basic Countermeasures
Fredrikson, M., Jha, S., and Ristenpart, T. (2015) · 2015
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Explaining and Harnessing Adversarial Examples
Goodfellow, I. J., Shlens, J., and Szegedy, C. (2015) · 2015
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Adam: A Method for Stochastic Optimization
Kingma, D. P., and Ba, J. (2015) · 2015
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Deep Learning Face Attributes in the Wild
Liu, Z., Luo, P., Wang, X., and Tang, X. (2015) · 2015
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ImageNet Large Scale Visual Recognition Challenge
Russakovsky, O., Deng, J., Su, H., Krause, J., Satheesh, S., Ma, S., Huang, Z., Karpathy, A., Khosla, A., Bernstein, M., Berg, A. C., and Fei-Fei, L. (2015) · 2015
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Deep Residual Learning for Image Recognition
He, K., Zhang, X., Ren, S., and Sun, J. (2016) · 2016
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Membership Inference Attacks Against Machine Learning Models
Shokri, R., Stronati, M., Song, C., and Shmatikov, V. (2017) · 2017
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Attention is All you Need
Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., Kaiser, L., and Polosukhin, I. (2017) · 2017
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Conceptual Captions: A Cleaned, Hypernymed, Image Alt-text Dataset For Automatic Image Captioning
Sharma, P., Ding, N., Goodman, S., and Soricut, R. (2018) · 2018
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Privacy risk in machine learning: Analyzing the connection to overfitting
Yeom, S., Giacomelli, I., Fredrikson, M., and Jha, S. (2018) · 2018
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ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models
Salem, A., Zhang, Y., Humbert, M., Berrang, P., Fritz, M., and Backes, M. (2019) · 2019
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Auditing Data Provenance in Text-Generation Models
Song, C., and Shmatikov, V. (2019) · 2019
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EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks
Tan, M., and Le, Q. (2019) · 2019
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Language Models are Few-Shot Learners
Brown, T., Mann, B., Ryder, N., Subbiah, M., Kaplan, J. D., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., Agarwal, S., Herbert-Voss, A., Krueger, G., Henighan, T., Child, R., Ramesh, A., Ziegler, D., Wu, J., Winter, C., Hesse, C., Chen, M., Sigler, E., Litwin, M., Gray, S., Chess, B., Clark, J., Berner, C., McCandlish, S., Radford, A., Sutskever, I., and Amodei, D. (2020) · 2020
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Privacy Enhanced Multimodal Neural Representations for Emotion Recognition
Jaiswal, M., and Mower Provost, E. (2020) · 2020
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The Secret Revealer: Generative Model-Inversion Attacks Against Deep Neural Networks
Zhang, Y., Jia, R., Pei, H., Wang, W., Li, B., and Song, D. (2020) · 2020
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Label-Only Membership Inference Attacks
Choquette-Choo, C. A., Tramer, F., Carlini, N., and Papernot, N. (2021) · 2021
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An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Dosovitskiy, A., Beyer, L., Kolesnikov, A., Weissenborn, D., Zhai, X., Unterthiner, T., Dehghani, M., Minderer, M., Heigold, G., Gelly, S., Uszkoreit, J., and Houlsby, N. (2021) · 2021
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Multimodal Neurons in Artificial Neural Networks
Goh, G., Cammarata, N., Voss, C., Carter, S., Petrov, M., Schubert, L., Radford, A., and Olah, C. (2021) · 2021
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OpenCLIP
Ilharco, G., Wortsman, M., Wightman, R., Gordon, C., Carlini, N., Taori, R., Dave, A., Shankar, V., Namkoong, H., Miller, J., Hajishirzi, H., Farhadi, A., and Schmidt, L. (2021) · 2021
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Membership Leakage in Label-Only Exposures
Li, Z., and Zhang, Y. (2021) · 2021
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EncoderMI: Membership Inference against Pre-Trained Encoders in Contrastive Learning
Liu, H., Jia, J., Qu, W., and Gong, N. Z. (2021) · 2021
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The Audio Auditor: User-Level Membership Inference in Internet of Things Voice Services
Miao, Y., Xue, M., Chen, C., Pan, L., Zhang, J., Zhao, B. Z. H., Kaafar, D., and Xiang, Y. (2021) · 2021
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ClipCap: CLIP Prefix for Image Captioning
Mokady, R., Hertz, A., and Bermano, A. H. (2021) · 2021
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Learning Transferable Visual Models From Natural Language Supervision
Radford, A., Kim, J. W., Hallacy, C., Ramesh, A., Goh, G., Agarwal, S., Sastry, G., Askell, A., Mishkin, P., Clark, J., Krueger, G., and Sutskever, I. (2021) · 2021
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Zero-Shot Text-to-Image Generation
Ramesh, A., Pavlov, M., Goh, G., Gray, S., Voss, C., Radford, A., Chen, M., and Sutskever, I. (2021) · 2021
Cited alongside, same era.
On the Difficulty of Membership Inference Attacks
Rezaei, S., and Liu, X. (2021) · 2021
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It’s Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners
Schick, T., and Schütze, H. (2021) · 2021
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LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs
Schuhmann, C., Vencu, R., Beaumont, R., Kaczmarczyk, R., Mullis, C., Katta, A., Coombes, T., Jitsev, J., and Komatsuzaki, A. (2021) · 2021
Cited alongside, same era.
Variational Model Inversion Attacks
Membership Inference Attacks Against Text-to-image Generation Models
Wu, Y., Yu, N., Li, Z., Backes, M., and Zhang, Y. (2022) · 2022
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Scaling Autoregressive Models for Content-Rich Text-to-Image Generation
Yu, J., Xu, Y., Koh, J. Y., Luong, T., Baid, G., Wang, Z., Vasudevan, V., Ku, A., Yang, Y., Ayan, B. K., Hutchinson, B., Han, W., Parekh, Z., Li, X., Zhang, H., Baldridge, J., and Wu, Y. (2022) · 2022
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Extracting Training Data from Diffusion Models
Carlini, N., Hayes, J., Nasr, M., Jagielski, M., Sehwag, V., Tramèr, F., Balle, B., Ippolito, D., and Wallace, E. (2023) · 2023
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Reproducible Scaling Laws for Contrastive Language-Image Learning
Cherti, M., Beaumont, R., Wightman, R., Wortsman, M., Ilharco, G., Gordon, C., Schuhmann, C., Schmidt, L., and Jitsev, J. (2023) · 2023
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Artist finds private medical record photos in popular AI training data set
Edwards, B. (2022) · 2023
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Wang, K.-C., FU, Y., Li, K., Khisti, A., Zemel, R., and Makhzani, A. (2021) · 2021
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This Person (Probably) Exists. Identity Membership Attacks Against GAN Generated Faces
Webster, R., Rabin, J., Simon, L., and Jurie, F. (2021) · 2021
Cited alongside, same era.
Privacy Protection in Deep Multi-Modal Retrieval
Zhang, P.-F., Li, Y., Huang, Z., and Yin, H. (2021) · 2021
Cited alongside, same era.
Flamingo: a Visual Language Model for Few-Shot Learning
Alayrac, J.-B., Donahue, J., Luc, P., Miech, A., Barr, I., Hasson, Y., Lenc, K., Mensch, A., Millican, K., Reynolds, M., Ring, R., Rutherford, E., Cabi, S., Han, T., Gong, Z., Samangooei, S., Monteiro, M., Menick, J. L., Borgeaud, S., Brock, A., Nematzadeh, A., Sharifzadeh, S., Bińkowski, M. a., Barreira, R., Vinyals, O., Zisserman, A., and Simonyan, K. (2022) · 2022
Cited alongside, same era.
Clip Retrieval: Easily compute clip embeddings and build a clip retrieval system with them
Beaumont, R. (2022) · 2022
Cited alongside, same era.
Membership Inference Attacks From First Principles
Carlini, N., Chien, S., Nasr, M., Song, S., Terzis, A., and Tramèr, F. (2022) · 2022
Cited alongside, same era.
MAGMA – Multimodal Augmentation of Generative Models through Adapter-based Finetuning
Eichenberg, C., Black, S., Weinbach, S., Parcalabescu, L., and Frank, A. (2022) · 2022
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FTC Takes Action Against Company Formerly Known as Weight Watchers for Illegally Collecting Kids’ Sensitive Health Data
Estrada, D., and Walko, D. (2022) · 2023
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Regulation (EU) 2016/679 of the European Parliament and of the Council of 27 April 2016 on the protection of natural persons with regard to the processing of personal data and on the free movement of such data, and repealing Directive 95/46/EC (General Data Protection Regulation)
European Parliament and European Council (2016) · 2023
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Revision Transformers: Instructing Language Models to Change their Values
Friedrich, F., Stammer, W., Schramowski, P., and Kersting, K. (2023) · 2023
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Getty Images (2023) · 2023
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File:Adam Sandler on ’Blended’ Red Carpet in Berlin (14043442427).jpg
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Hernandez, G. (2014) · 2023
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Membership Inference of Diffusion Models
Hu, H., and Pang, J. (2023) · 2023
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JCS (2012a) · 2023
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JCS (2012b) · 2023
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Guido Cantz auf der Frankfurter Buchmesse 2015
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Max Giermann beim Hessischen Film- und Kinopreis 2017
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Krichel, H. (2019) · 2023
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TTL_4528
Montclair Film (2013) · 2023
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In Conversation with Ben Stiller
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OpenAI (2023) · 2023
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Personal Information Protection and Electronic Documents Act
Parliament of Canada (2000) · 2023
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Jim Parsons, Kaley Cuoco (The Big Bang Theory)
Sandoval, M. J. (2009) · 2023
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Frequently Occurring Surnames from the 2010 Census
United States Census Bureau (2021) · 2023
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Getty Images is suing the creators of AI art tool Stable Diffusion for scraping its content
Vincent, J. (2023) · 2023
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IEEE Editorial Style Manual
IEEE (2024) · 2024
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