Extremely Greedy Equivalence Search

Authors: Nazaret, Achille, Blei, David

Source: 40th Conference on Uncertainty in Artificial Intelligence, 2024

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2502.19551

Posterior Mean Matching: Generative Modeling through Online Bayesian Inference

Authors: Salazar, Sebastian, Kucer, Michal, Wang, Yixin, Casleton, Emily, Blei, David

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2412.13286

Adaptive Nonparametric Perturbations of Parametric Bayesian Models

Authors: Wu, Bohan, Weinstein, Eli N., Salehi, Sohrab, Wang, Yixin, Blei, David M.

Subject Terms: Statistics - Methodology, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2412.10683

Can Generative AI Solve Your In-Context Learning Problem? A Martingale Perspective

Authors: Jesson, Andrew, Beltran-Velez, Nicolas, Blei, David

Subject Terms: Statistics - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computation and Language, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2412.06033

A Bayesian Model of Underreporting for Sexual Assault on College Campuses

Authors: Bradshaw, Casey, Blei, David M.

Source: The Annals of Applied Statistics 18.4 (2024): 3146-3164

Subject Terms: Statistics - Applications

Access URL: http://arxiv.org/abs/2412.00823

Multi-environment Topic Models

Authors: Sobhani, Dominic, Feder, Amir, Blei, David

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2410.24126

EigenVI: score-based variational inference with orthogonal function expansions

Authors: Cai, Diana, Modi, Chirag, Margossian, Charles C., Gower, Robert M., Blei, David M., Saul, Lawrence K.

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning, Statistics - Computation

Access URL: http://arxiv.org/abs/2410.24054

Estimating the Causal Effects of T Cell Receptors

Authors: Weinstein, Eli N., Wood, Elizabeth B., Blei, David M.

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning, Quantitative Biology - Genomics

Access URL: http://arxiv.org/abs/2410.14127

Hypothesis Testing the Circuit Hypothesis in LLMs

Authors: Shi, Claudia, Beltran-Velez, Nicolas, Nazaret, Achille, Zheng, Carolina, Garriga-Alonso, Adrià, Jesson, Andrew, Makar, Maggie, Blei, David M.

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2410.13032

Topic Modeling in Embedding Spaces

Authors: Dieng, Adji B., Ruiz, Francisco J. R., Blei, David M.

Source: Transactions of the Association for Computational Linguistics, Vol 8, Pp 439-453 (2020)

Subject Terms: Computational linguistics. Natural language processing, P98-98.5

File Description: electronic resource

Relation: https://doaj.org/toc/2307-387X

Access URL: https://doaj.org/article/d7eb59e1b2f64cca9c9d380df8cdc42e

Estimating Wage Disparities Using Foundation Models

Authors: Vafa, Keyon, Athey, Susan, Blei, David M.

Subject Terms: Computer Science - Machine Learning, Economics - Econometrics, Statistics - Methodology, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2409.09894

Treeffuser: Probabilistic Predictions via Conditional Diffusions with Gradient-Boosted Trees

Authors: Beltran-Velez, Nicolas, Grande, Alessandro Antonio, Nazaret, Achille, Kucukelbir, Alp, Blei, David

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2406.07658

Estimating the Hallucination Rate of Generative AI

Authors: Jesson, Andrew, Beltran-Velez, Nicolas, Chu, Quentin, Karlekar, Sweta, Kossen, Jannik, Gal, Yarin, Cunningham, John P., Blei, David

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2406.07457

Extending Mean-Field Variational Inference via Entropic Regularization: Theory and Computation

Authors: Wu, Bohan, Blei, David

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning, Mathematics - Statistics Theory

Access URL: http://arxiv.org/abs/2404.09113

Batch and match: black-box variational inference with a score-based divergence

Authors: Cai, Diana, Modi, Chirag, Pillaud-Vivien, Loucas, Margossian, Charles C., Gower, Robert M., Blei, David M., Saul, Lawrence K.

Subject Terms: Statistics - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Machine Learning, Statistics - Computation

Access URL: http://arxiv.org/abs/2402.14758

Hierarchical Causal Models

Authors: Weinstein, Eli N., Blei, David M.

Subject Terms: Statistics - Methodology, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2401.05330

Revisiting Topic-Guided Language Models

Authors: Zheng, Carolina, Vafa, Keyon, Blei, David M.

Subject Terms: Computer Science - Computation and Language, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2312.02331

Stable Differentiable Causal Discovery

Authors: Nazaret, Achille, Hong, Justin, Azizi, Elham, Blei, David

Subject Terms: Computer Science - Machine Learning, Statistics - Methodology

Access URL: http://arxiv.org/abs/2311.10263

Data Augmentations for Improved (Large) Language Model Generalization

Authors: Feder, Amir, Wald, Yoav, Shi, Claudia, Saria, Suchi, Blei, David

Subject Terms: Computer Science - Machine Learning, Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2310.12803

A Computational Approach to Style in American Poetry

Authors: Kaplan, David M., Blei, David M.

Source: Seventh IEEE International Conference on Data Mining (ICDM 2007), Omaha, NE, USA, 2007, pp. 553-558

Subject Terms: Computer Science - Computation and Language, J.5, I.2.7

Access URL: http://arxiv.org/abs/2310.09357