2023 Flows: Building Blocks of Reasoning and Collaborating AI Martin Josifoski, Lars Klein, Maxime Peyrard, Yifei Li, Saibo Geng, and 5 more authors Under Review, 2023 PDF Code Generating Faithful Synthetic Data with Large Language Models: A Case Study in Computational Social Science Veniamin Veselovsky, Manoel Horta Ribeiro, Akhil Arora, Martin Josifoski, Ashton Anderson, and 1 more author arXiv, 2023 PDF Grammar-Constrained Decoding for Structured NLP Tasks without Finetuning Saibo Geng, Martin Josifoski, Maxime Peyrard, and Robert West EMNLP, 2023 PDF Code Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction Martin Josifoski, Marija Sakota, Maxime Peyrard, and Robert West EMNLP, 2023 PDF Code PAC-Bayesian Meta-Learning: From Theory to Practice Jonas Rothfuss, Martin Josifoski, Vincent Fortuin, and Andreas Krause JMLR, 2023 PDF Code Code Language Model Decoding as Likelihood-Utility Alignment Martin Josifoski, Maxime Peyrard, Frano Rajic, Jiheng Wei, Debjit Paul, and 5 more authors EACL, 2023 PDF Code 2022 GenIE: Generative Information Extraction Martin Josifoski, Nicola De Cao, Maxime Peyrard, Fabio Petroni, and Robert West NAACL, 2022 PDF Code Invariant Language Modeling Maxime Peyrard, Sarvjeet Singh Ghotra, Martin Josifoski, Vidhan Agarwal, Barun Patra, and 4 more authors EMNLP, 2022 PDF Code 2021 PACOH: Bayes-Optimal Meta-Learning with PAC-Guarantees Jonas Rothfuss, Vincent Fortuin, Martin Josifoski, and Andreas Krause ICML, 2021 PDF Code 2020 Meta-Learning Bayesian Neural Network Priors Based on PAC-Bayesian Theory Jonas Rothfuss, Martin Josifoski, and Andreas Krause Workshop on Meta-Learning at NeurIPS, 2020 PDF Code Scalable Zero-shot Entity Linking with Dense Entity Retrieval Ledell Wu, Fabio Petroni, Martin Josifoski, Sebastian Riedel, and Luke Zettlemoyer EMNLP, 2020 PDF Code 2019 Crosslingual Document Embedding as Reduced-Rank Ridge Regression Martin Josifoski, Ivan S. Paskov, Hristo S. Paskov, Martin Jaggi, and Robert West WSDM, 2019 PDF Code 2018 Deep Learning the Protein Function in Protein Interaction Networks Kire Trivodaliev, Martin Josifoski, and Slobodan Kalajdziski ICT, 2018 PDF