publications

2026

1. A comprehensive review of recommender systems: Transitioning from theory to practice

   Shaina Raza, Mizanur Rahman, Safiullah Kamawal, and 4 more authors

   Computer Science Review, 2026
2. Natural Language PDDL (NL-PDDL) for Open-world Goal-oriented Commonsense Regression Planning in Embodied AI

   Xiaotian Liu^*, Armin Toroghi^*, Jiazhou Liang, and 7 more authors

   In The Fourteenth International Conference on Learning Representations, 2026

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2025

1. LLM-based Typed Hyperresolution for Commonsense Reasoning with Knowledge Bases

   Armin Toroghi, Ali Pesaranghader, Tanmana Sadhu, and 1 more author

   In The Thirteenth International Conference on Learning Representations, 2025

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2. CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledge

   Armin Toroghi, Willis Guo, and Scott Sanner

   In Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2025

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3. Multimodal Item Scoring for Natural Language Recommendation via Gaussian Process Regression with LLM Relevance Judgments

   Yifan Liu, Qianfeng Wen, Jiazhou Liang, and 6 more authors

   arXiv preprint arXiv:2510.22023, 2025

2024

1. Verifiable, debuggable, and repairable commonsense logical reasoning via llm-based theory resolution

   Armin Toroghi, Willis Guo, Ali Pesaranghader, and 1 more author

   In Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024

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2. Right for right reasons: Large language models for verifiable commonsense knowledge graph question answering

   Armin Toroghi, Willis Guo, Mohammad Mahdi Abdollah Pour, and 1 more author

   Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024

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3. Bayesian inference with complex knowledge graph evidence

   Armin Toroghi and Scott Sanner

   In Proceedings of the AAAI Conference on Artificial Intelligence, 2024

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4. Bayesian optimization with llm-based acquisition functions for natural language preference elicitation

   David Austin, Anton Korikov, Armin Toroghi, and 1 more author

   In Proceedings of the 18th ACM Conference on Recommender Systems, 2024

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5. Cr-lt-kgqa: A knowledge graph question answering dataset requiring commonsense reasoning and long-tail knowledge

   Willis Guo^*, Armin Toroghi^*, and Scott Sanner

   arXiv preprint arXiv:2403.01395, 2024

2023

1. Bayesian knowledge-driven critiquing with indirect evidence

   Armin Toroghi, Griffin Floto, Zhenwei Tang, and 1 more author

   In Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2023

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2. Logicrec: Recommendation with users’ logical requirements

   Zhenwei Tang, Griffin Floto, Armin Toroghi, and 3 more authors

   In Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2023
3. Self-supervised contrastive bert fine-tuning for fusion-based reviewed-item retrieval

   Mohammad Mahdi Abdollah Pour, Parsa Farinneya, Armin Toroghi, and 6 more authors

   arXiv preprint arXiv:2308.00762, 2023

2020

1. Fault detection of reciprocating air compressors based on electrical signature analysis using long short-term memory networks

   Armin Toroghi and Ali Sadighi

   In 2020 6th Iranian Conference on Signal Processing and Intelligent Systems (ICSPIS), 2020
2. Smart fault detection of reciprocating air compressors based on electrical signature analysis

   Armin Toroghi and Ali Sadighi

   In 2020 6th Iranian Conference on Signal Processing and Intelligent, Tahran/Iran, 2020

2019

1. Study of-electromechanical coupling in a motor-driven centrifugal pump for fault detection and diagnosis

   Zahra Araste, Mohammad Jami Moghaddam, Armin Toroghi, and 1 more author

   In 2019 7th International Conference on Robotics and Mechatronics (ICRoM), 2019