Martin Josifoski

According to our database, Martin Josifoski authored at least 30 papers between 2018 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2026

AIRA_2: Overcoming Bottlenecks in AI Research Agents.

Karen Hambardzumyan, Nicolas Mario Baldwin, Edan Toledo, Rishi Hazra, Michael Kuchnik, Bassel Al Omari, Thomas Foster, Anton Protopopov, Jean-Christophe Gagnon-Audet, Ishita Mediratta, Kelvin Niu, Michael Shvartsman, Alisia Maria Lupidi, Alexis Audran-Reiss, Parth Pathak, Tatiana Shavrina, Despoina Magka, Hela Momand, Derek Dunfield, Nicola Cancedda, Pontus Stenetorp, Carole-Jean Wu, Jakob Nicolaus Foerster, Yoram Bachrach, Martin Josifoski

CoRR, March, 2026

AIRS-Bench: a Suite of Tasks for Frontier AI Research Science Agents.

Alisia Maria Lupidi, Bhavul Gauri, Thomas Foster, Bassel Al Omari, Despoina Magka, Alberto Pepe, Alexis Audran-Reiss, Muna Aghamelu, Nicolas Mario Baldwin, Lucia Cipolina-Kun, Jean-Christophe Gagnon-Audet, Chee Hau Leow, Sandra Lefdal, Hossam Mossalam, Abhinav Moudgil, Saba Nazir, Emanuel Tewolde, Isabel Urrego, Jordi Armengol-Estapé, Amar Budhiraja, Gaurav Chaurasia, Abhishek Charnalia, Derek Dunfield, Karen Hambardzumyan, Daniel Izcovich, Martin Josifoski, Ishita Mediratta, Kelvin Niu, Parth Pathak, Michael Shvartsman, Edan Toledo, Anton Protopopov, Roberta Raileanu, Alexander H. Miller, Tatiana Shavrina, Jakob N. Foerster, Yoram Bachrach

CoRR, February, 2026

Interactive Evaluation of Large Language Models for Multi-Requirement Software Engineering Tasks.

Dimitrios Rontogiannis, Maxime Peyrard, Nicolas Mario Baldwin, Martin Josifoski, Robert West, Dimitrios Gunopulos

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

What Does It Take to Be a Good AI Research Agent? Studying the Role of Ideation Diversity.

Alexis Audran-Reiss, Jordi Armengol-Estapé, Karen Hambardzumyan, Amar Budhiraja, Martin Josifoski, Edan Toledo, Rishi Hazra, Despoina Magka, Michael Shvartsman, Parth Pathak, Justine T. Kao, Lucia Cipolina-Kun, Bhavul Gauri, Jean-Christophe Gagnon-Audet, Emanuel Tewolde, Jenny Zhang, Taco Cohen, Yossi Adi, Tatiana Shavrina, Yoram Bachrach

CoRR, November, 2025

AI Research Agents for Machine Learning: Search, Exploration, and Generalization in MLE-bench.

Edan Toledo, Karen Hambardzumyan, Martin Josifoski, Rishi Hazra, Nicolas Mario Baldwin, Alexis Audran-Reiss, Michael Kuchnik, Despoina Magka, Minqi Jiang, Alisia Maria Lupidi, Andrei Lupu, Roberta Raileanu, Kelvin Niu, Tatiana Shavrina, Jean-Christophe Gagnon-Audet, Michael Shvartsman, Shagun Sodhani, Alexander H. Miller, Abhishek Charnalia, Derek Dunfield, Carole-Jean Wu, Pontus Stenetorp, Nicola Cancedda, Jakob Nicolaus Foerster, Yoram Bachrach

CoRR, July, 2025

The Automated LLM Speedrunning Benchmark: Reproducing NanoGPT Improvements.

Bingchen Zhao, Despoina Magka, Minqi Jiang, Xian Li, Roberta Raileanu, Tatiana Shavrina, Jean-Christophe Gagnon-Audet, Kelvin Niu, Shagun Sodhani, Michael Shvartsman, Andrei Lupu, Alisia Maria Lupidi, Edan Toledo, Karen Hambardzumyan, Martin Josifoski, Thomas Foster, Lucia Cipolina-Kun, Abhishek Charnalia, Derek Dunfield, Alexander H. Miller, Oisin Mac Aodha, Jakob N. Foerster, Yoram Bachrach

CoRR, June, 2025

Combining Code Generating Large Language Models and Self-Play to Iteratively Refine Strategies in Games.

Yoram Bachrach, Edan Toledo, Karen Hambardzumyan, Despoina Magka, Martin Josifoski, Minqi Jiang, Jakob N. Foerster, Roberta Raileanu, Tatiana Shavrina, Nicola Cancedda, Avraham Ruderman, Katie Millican, Andrei Lupu, Rishi Hazra

Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, 2025

2024

The Era of Semantic Decoding.

Maxime Peyrard, Martin Josifoski, Robert West

CoRR, 2024

Symbolic Autoencoding for Self-Supervised Sequence Learning.

Mohammad Hossein Amani, Nicolas Mario Baldwin, Amin Mansouri, Martin Josifoski, Maxime Peyrard, Robert West

CoRR, 2024

Evaluating Language Model Agency through Negotiations.

Tim R. Davidson, Veniamin Veselovsky, Martin Josifoski, Maxime Peyrard, Antoine Bosselut, Michal Kosinski, Robert West

CoRR, 2024

A Glitch in the Matrix? Locating and Detecting Language Model Grounding with Fakepedia.

Giovanni Monea, Maxime Peyrard, Martin Josifoski, Vishrav Chaudhary, Jason Eisner, Emre Kiciman, Hamid Palangi, Barun Patra, Robert West

Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2024

Sketch-Guided Constrained Decoding for Boosting Blackbox Large Language Models without Logit Access.

Saibo Geng, Berkay Döner, Chris Wendler, Martin Josifoski, Robert West

Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), 2024

2023

Scalable PAC-Bayesian Meta-Learning via the PAC-Optimal Hyper-Posterior: From Theory to Practice.

Jonas Rothfuss, Martin Josifoski, Vincent Fortuin, Andreas Krause

J. Mach. Learn. Res., 2023

Flows: Building Blocks of Reasoning and Collaborating AI.

Martin Josifoski, Lars Henning Klein, Maxime Peyrard, Yifei Li, Saibo Geng, Julian Paul Schnitzler, Yuxing Yao, Jiheng Wei, Debjit Paul, Robert West

CoRR, 2023

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, Robert West

CoRR, 2023

Flexible Grammar-Based Constrained Decoding for Language Models.

Saibo Geng, Martin Josifosky, Maxime Peyrard, Robert West

CoRR, 2023

Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction.

Martin Josifoski, Marija Sakota, Maxime Peyrard, Robert West

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

Grammar-Constrained Decoding for Structured NLP Tasks without Finetuning.

Saibo Geng, Martin Josifoski, Maxime Peyrard, Robert West

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

Language Model Decoding as Likelihood-Utility Alignment.

Martin Josifoski, Maxime Peyrard, Frano Rajic, Jiheng Wei, Debjit Paul, Valentin Hartmann, Barun Patra, Vishrav Chaudhary, Emre Kiciman, Boi Faltings

Proceedings of the Findings of the Association for Computational Linguistics: EACL 2023, 2023

2022

PAC-Bayesian Meta-Learning: From Theory to Practice.

Jonas Rothfuss, Martin Josifoski, Vincent Fortuin, Andreas Krause

CoRR, 2022

Language Model Decoding as Likelihood-Utility Alignment.

Martin Josifoski, Maxime Peyrard, Frano Rajic, Jiheng Wei, Debjit Paul, Valentin Hartmann, Barun Patra, Vishrav Chaudhary, Emre Kiciman, Boi Faltings, Robert West

CoRR, 2022

GenIE: Generative Information Extraction.

Martin Josifoski, Nicola De Cao, Maxime Peyrard, Fabio Petroni, Robert West

Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2022

Invariant Language Modeling.

Maxime Peyrard, Sarvjeet Singh Ghotra, Martin Josifoski, Vidhan Agarwal, Barun Patra, Dean Carignan, Emre Kiciman, Saurabh Tiwary, Robert West

Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022

2021

GenIE: Generative Information Extraction.

Martin Josifoski, Nicola De Cao, Maxime Peyrard, Robert West

CoRR, 2021

Invariant Language Modeling.

Maxime Peyrard, Sarvjeet Singh Ghotra, Martin Josifoski, Vidhan Agarwal, Barun Patra, Dean Carignan, Emre Kiciman, Robert West

CoRR, 2021

PACOH: Bayes-Optimal Meta-Learning with PAC-Guarantees.

Jonas Rothfuss, Vincent Fortuin, Martin Josifoski, Andreas Krause

Proceedings of the 38th International Conference on Machine Learning, 2021

2020

Scalable Zero-shot Entity Linking with Dense Entity Retrieval.

Ledell Wu, Fabio Petroni, Martin Josifoski, Sebastian Riedel, Luke Zettlemoyer

Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing, 2020

2019

Zero-shot Entity Linking with Dense Entity Retrieval.

Ledell Wu, Fabio Petroni, Martin Josifoski, Sebastian Riedel, Luke Zettlemoyer

CoRR, 2019

Crosslingual Document Embedding as Reduced-Rank Ridge Regression.

Martin Josifoski, Ivan S. Paskov, Hristo S. Paskov, Martin Jaggi, Robert West

Proceedings of the Twelfth ACM International Conference on Web Search and Data Mining, 2019

2018

Deep Learning the Protein Function in Protein Interaction Networks.

Kire Trivodaliev, Martin Josifoski, Slobodan Kalajdziski

Proceedings of the ICT Innovations 2018. Engineering and Life Sciences, 2018