Publications

Social Foundations of Computation Algorithms and Society Article Performative Prediction: Past and Future Hardt, M., Mendler-Dünner, C. Statistical Science, Institute of Mathematical Statistics, August 2025 (Published) arXiv URL BibTeX

Safety- and Efficiency- aligned Learning Conference Paper Efficiently Dispatching Flash Attention For Partially Filled Attention Masks Sharma, A., Geiping, J. In ENSLP NeurIPS Workshop 2024, ENSLP NeurIPS Workshop 2024, ENSLP NeurIPS Workshop, December 2024 (Published) URL BibTeX

Social Foundations of Computation Algorithms and Society Conference Paper Algorithmic Collective Action in Recommender Systems: Promoting Songs by Reordering Playlists Baumann, J., Mendler-Dünner, C. Advances in Neural Information Processing Systems 37 (NeurIPS 2024) , The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS), December 2024 (Published) arXiv URL BibTeX

Social Foundations of Computation Algorithms and Society Conference Paper An Engine Not a Camera: Measuring Performative Power of Online Search Mendler-Dünner, C., Carovano, G., Hardt, M. Advances in Neural Information Processing Systems 37 (NeurIPS 2024), The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS), December 2024 (Published) ArXiv URL BibTeX

Social Foundations of Computation Algorithms and Society Conference Paper Evaluating Language Models as Risk Scores Cruz, A. F., Hardt, M., Mendler-Dünner, C. Advances in Neural Information Processing Systems 37 (NeurIPS 2024), The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS), December 2024 (Published) ArXiv Code URL BibTeX

Social Foundations of Computation Algorithms and Society Conference Paper Questioning the Survey Responses of Large Language Models Dominguez-Olmedo, R., Hardt, M., Mendler-Dünner, C. Advances in Neural Information Processing Systems 37 (NeurIPS 2024), The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS), Oral, December 2024 (Published) ArXiv URL BibTeX

Safety- and Efficiency- aligned Learning Conference Paper Democratizing AI: Open-source Scalable LLM Training on GPU-based Supercomputers Singh, S., Singhania, P., Ranjan, A., Kirchenbauer, J., Geiping, J., Wen, Y., Jain, N., Hans, A., Shu, M., Tomar, A., et al. International Conference for High Performance Computing, Networking, Storage and Analysis SC (SC24), 36-49, Supercomputing, IEEE Digital Library, Atlanta, GA, International Conference for High Performance Computing, November 2024 (Published) DOI URL BibTeX

Safety- and Efficiency- aligned Learning Technical Report A Realistic Threat Model for Large Language Model Jailbreaks Boreiko, V., Panfilov, A., Hein, M., Geiping, J. October 2024 (Submitted) URL BibTeX

Social Foundations of Computation Algorithms and Society Conference Paper Decline Now: A Combinatorial Model for Algorithmic Collective Action Sigg, D., Hardt, M., Mendler-Dünner, C. CHI Conference on Human Factors in Computing Systems, October 2024 (Accepted) arXiv BibTeX

Social Foundations of Computation Algorithms and Society Conference Paper Causal Inference out of Control: Estimating Performativity without Treatment Randomization Cheng, G., Hardt, M., Mendler-Dünner, C. In Proceedings of the 41st International Conference on Machine Learning (ICML 2024), PMLR, The Forty-First International Conference on Machine Learning (ICML), January 2024 (Published) ArXiv URL BibTeX

Safety- and Efficiency- aligned Learning Technical Report AI Risk Management Should Incorporate Both Safety and Security Qi, X., Huang, Y., Zeng, Y., Debenedetti, E., Geiping, J., He, L., Huang, K., Madhushani, U., Sehwag, V., Shi, W., et al. 2024 BibTeX

Safety- and Efficiency- aligned Learning Conference Paper Be like a Goldfish, Don’t Memorize! Mitigating Memorization in Generative LLMs Hans, A., Wen, Y., Jain, N., Kirchenbauer, J., Kazemi, H., Singhania, P., Singh, S., Somepalli, G., Geiping, J., Bhatele, A., et al. In Proceedings of the Thirty-Eighth Annual Conference on Neural Information Processing Systems, Thirty-Eighth Annual Conference on Neural Information Processing Systems, 2024 (Published) URL BibTeX

Safety- and Efficiency- aligned Learning Conference Paper Bring Your Own Data! Self-Sensitivity Evaluation for Large Language Models Jain, N., Saifullah, K., Wen, Y., Kirchenbauer, J., Shu, M., Saha, A., Goldblum, M., Geiping, J., Goldstein, T. In Proceedings of the First Conference on Language Modeling, First Conference on Language Modeling, 2024 (Published) URL BibTeX

Safety- and Efficiency- aligned Learning Conference Paper CALVIN: Improved Contextual Video Captioning via Instruction Tuning Somepalli, G., Chowdhury, A., Geiping, J., Basri, R., Goldstein, T., Jacobs, D. W. In Proceedings of the Thirty-Eighth Annual Conference on Neural Information Processing Systems, Thirty-Eighth Annual Conference on Neural Information Processing Systems, 2024 (Published) URL BibTeX

Safety- and Efficiency- aligned Learning Technical Report Coercing LLMs to do and reveal (almost) anything Geiping, J., Stein, A., Shu, M., Saifullah, K., Wen, Y., Goldstein, T. 2024 (Submitted) URL BibTeX

Safety- and Efficiency- aligned Learning Technical Report Generating Potent Poisons and Backdoors from Scratch with Guided Diffusion Souri, H., Bansal, A., Kazemi, H., Fowl, L., Saha, A., Geiping, J., Wilson, A. G., Chellappa, R., Goldstein, T., Goldblum, M. 2024 (Submitted) URL BibTeX

Algorithms and Society Miscellaneous Introduction to Performative Prediction Mendler-Dünner, C., Zrnic, T. UAI Tutorial , 2024 (Published) BibTeX

Safety- and Efficiency- aligned Learning Conference Paper Investigating Style Similarity in Diffusion Models Somepalli, G., Gupta, A., Gupta, K., Palta, S., Goldblum, M., Geiping, J., Shrivastava, A., Goldstein, T. In European Conference on Computer Vision (ECCV 2024), LNCS, Springer Cham, 2024 (Published) URL BibTeX

Safety- and Efficiency- aligned Learning Conference Paper LMD3: Language Model Data Density Dependence Kirchenbauer, J., Honke, G., Somepalli, G., Geiping, J., Lee, K., Ippolito, D., Goldstein, T., Andre, D. In Proceedings of the First Conference on Language Modeling, First Conference on Language Modeling, 2024 (Published) URL BibTeX

Safety- and Efficiency- aligned Learning Conference Paper Object Recognition as Next Token Prediction Yue, K., Chen, B., Geiping, J., Li, H., Goldstein, T., Lim, S. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), CVPR, 2024 (Published) DOI URL BibTeX

Safety- and Efficiency- aligned Learning Conference Paper On the Reliability of Watermarks for Large Language Models Kirchenbauer, J., Geiping, J., Wen, Y., Shu, M., Saifullah, K., Kong, K., Fernando, K., Saha, A., Goldblum, M., Goldstein, T. In The Twelfth International Conference on Learning Representations, ICLR 2024, The Twelfth International Conference on Learning Representations, 2024 (Published) URL BibTeX

Safety- and Efficiency- aligned Learning Conference Paper Privacy Backdoors: Enhancing Membership Inference through Poisoning Pre-trained Models Wen, Y., Marchyok, L., Hong, S., Geiping, J., and Goldstein, T., Carlini, N. In Proceedings of the Thirty-Eighth Annual Conference on Neural Information Processing Systems, Thirty-Eighth Annual Conference on Neural Information Processing Systems, 2024 (Published) URL BibTeX

Safety- and Efficiency- aligned Learning Conference Paper Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text Hans, A., Schwarzschild, A., Cherepanova, V., Kazemi, H., Saha, A., Goldblum, M., Geiping, J., Goldstein, T. In Proceedings of Machine Learning Research, Proceedings of the Forty-First International Conference on Machine Learning , Forty-First International Conference on Machine Learning , 2024 (Published) URL BibTeX

Safety- and Efficiency- aligned Learning Conference Paper Transformers Can Do Arithmetic with the Right Embeddings McLeish, S. M., Bansal, A., Stein, A., Jain, N., Kirchenbauer, J., Bartoldson, B. R., Kailkhura, B., Bhatele, A., Geiping, J., Schwarzschild, A., et al. In Proceedings of the Thirty-Eighth Annual Conference on Neural Information Processing Systems, Thirty-Eighth Annual Conference on Neural Information Processing Systems, 2024 (Published) URL BibTeX

Social Foundations of Computation Algorithms and Society Conference Paper Collaborative Learning via Prediction Consensus Fan, D., Mendler-Dünner, C., Jaggi, M. In Advances in Neural Information Processing Systems 36 (NeurIPS 2023), Curran Associates, Inc., The Thirty-Seventh Annual Conference on Neural Information Processing Systems (NeurIPS), December 2023 (Published) ArXiv URL BibTeX

Social Foundations of Computation Algorithms and Society Conference Paper Algorithmic Collective Action in Machine Learning Hardt, M., Mazumdar, E., Mendler-Dünner, C., Zrnic, T. In Proceedings of the 40th International Conference on Machine Learning (ICML 2023), PMLR, The Forty International Conference on Machine Learning (ICML), July 2023 (Published) URL BibTeX