Ali Beikmohammadi

Publications

964Citations
12h-index
14i10-index
40Publications

Citation metrics from Google Scholar, 30 Oct 2026. Google Scholar · ORCID

In review / in press

  1. Statistical Pattern Recognition

    Ali Beikmohammadi, et al.

    book Amirkabir University of Technology PressIn preparationin Persian

  2. Evidence-Grounded Explainable Antimicrobial Peptide Prediction Using Protein Language Models and RAG

    Reena Richard, Samyah Ramadan A Ahmadaldeen, Ali Beikmohammadi, Alfreds Lapkovskis

    journal Under review

  3. Exposure, Not Disagreement: Auditing Fault Containment in LLM–RL Trading Agents

    Shivam Gera, Ali Beikmohammadi, Alfreds Lapkovskis

    conference Under review

  4. Power Converter Control via Model Predictive Control-Guided Fast Reinforcement Learning

    Mohsen Amiri, Ali Beikmohammadi, Yihao Wan, Ali Tayyebi, Qianwen Xu, Sindri Magnússon

    journal Under review

  5. BLADE-TD: Bayesian Linear Approximation of Delayed Rewards for On-Policy TD Control

    Guilherme Dinis Junior, Ali Beikmohammadi, Sindri Magnússon

    conference Under review

  6. Rule-Based Grid World Exploration under Uncertainty

    Patrick Hammer, Peter Isaev, Andre N. Costa, Ali Beikmohammadi, Sindri Magnússon

    conference Under review

  7. User-Assisted Collaborative Distributed Inference for Efficient QoS-Aware Autoscaling

    Alfreds Lapkovskis, Ali Beikmohammadi, Sindri Magnússon, Praveen Kumar Donta

    conference Under review

    Paper

  8. Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries

    Shubham Vaishnav, Murtaza Rangwala, Ali Beikmohammadi, Sindri Magnússon, Rajkumar Buyya

    journal Under review

    Paper

  9. Brief Announcement: Generative Markov Model for Distributed Computing Systems

    Alfreds Lapkovskis, Ali Beikmohammadi, Sindri Magnússon, Praveen Kumar Donta

    conference Under review

    Paper

  10. PriPG-RL: Privileged Planner-Guided Reinforcement Learning for Partially Observable Systems with Anytime-Feasible MPC

    Mohsen Amiri, Mohsen Amiri, Ali Beikmohammadi, Sindri Magnússon, Mehdi Hosseinzadeh

    conference Under review

    Paper

  11. Socio-technical aspects of agentic AI

    Praveen Kumar Donta, Abdulrahman Saleh, Yuchen Li, Shubham Vaishnav, Kai Fang, Hao Feng, Yang Xia, Ali Beikmohammadi, Schahram Dustdar

    journal Under review

    Paper

  12. Personalized Federated Reinforcement Learning via Model-Agnostic Meta-Learning: Convergence of Exact and Hessian-Free Meta-Policy Gradients

    Ali Beikmohammadi, Sarit Khirirat, Sindri Magnússon

    conference Under review

    PaperCode

2026

  1. Toward Scalable, Robust, and Efficient Reinforcement Learning: Theoretical Foundations and Algorithms for Sample-Efficient, Communication-Aware, and Heterogeneity-Robust RL

    Ali Beikmohammadi

    book Department of Computer and Systems Sciences, Stockholm UniversityDoctoral thesis

    Paper

  2. Active Inference for Adaptive Traffic Signal Control in Noisy Nonstationary IoT Environments

    Dénes Toth, George Ambroladze, Edwin Sundberg, Ali Beikmohammadi, Alfreds Lapkovskis

    conference IEEE 12th World Forum on Internet of Things (WF-IoT) 2026Accepted

    Paper

  3. GICA: The Gap-Index Compositional Arm Framework for Sample-Efficient Test-Time Scaling

    Mohsen Amiri, Venktesh V, Ali Beikmohammadi, Sindri Magnússon

    journal TMLR

    PaperCode

  4. A Cost-Sensitive Transformer Model for Prognostics Under Highly Imbalanced Industrial Data

    Ali Beikmohammadi, Mohammad Hosein Hamian, Neda Khoeyniha, Tony Lindgren, Olof Steinert, Sindri Magnússon

    journal Cluster Computing 29(6), 345

    Paper

2025

  1. Deciphering conductivity in PEDOT guided by machine learning: From solvent baths to charge paths

    Najmeh Zahabi, Ioannis Petsagkourakis, Nicolas Rolland, Ali Beikmohammadi, Xianjie Liu, Mats Fahlman, Eleni Pavlopoulou, Igor Zozoulenko

    journal Physical Review Materials

    PaperCode

  2. Collaborative Value Function Estimation Under Model Mismatch: A Federated Temporal Difference Analysis

    Ali Beikmohammadi, Sarit Khirirat, Sindri Magnússon

    conference ECML-PKDDTop 24% of submissions

    PaperCode

  3. Automatic Fused Multimodal Deep Learning for Plant Identification

    Alfreds Lapkovskis, Natalia Nefedova, Ali Beikmohammadi

    journal Frontiers in Plant Science

    PaperCode

  4. Human-inspired framework to accelerate reinforcement learning

    Ali Beikmohammadi, Sindri Magnússon

    journal The Journal of Supercomputing

    PaperCode

  5. Parallel Momentum Methods Under Biased Gradient Estimations

    Ali Beikmohammadi, Sarit Khirirat, Sindri Magnússon

    journal IEEE Transactions on Control of Network Systems

    PaperCode

  6. Customer Churn Prediction: A Systematic Review of Recent Advances, Trends, and Challenges in Machine Learning and Deep Learning

    Mehdi Imani, Majid Joudaki, Ali Beikmohammadi, Hamid Reza Arabnia

    journal Machine Learning and Knowledge Extraction

    Paper

  7. Comprehensive Analysis of Random Forest and XGBoost Performance with SMOTE, ADASYN, and GNUS Under Varying Imbalance Levels

    Mehdi Imani, Ali Beikmohammadi, Hamid Reza Arabnia

    journal Technologies

    Paper

2024

  1. Compressed Federated Reinforcement Learning with a Generative Model

    Ali Beikmohammadi, Sarit Khirirat, Sindri Magnússon

    conference ECML-PKDDTop 24% of submissions

    PaperCode

  2. The Impact of SMOTE and ADASYN on Random Forest and Advanced Gradient Boosting Techniques in Telecom Customer Churn Prediction

    Mehdi Imani, Zahra Ghaderpour, Majid Joudaki, Ali Beikmohammadi

    conference 10th International Conference on Web Research (ICWR), IEEE

    Paper

  3. Accelerating actor-critic-based algorithms via pseudo-labels derived from prior knowledge

    Ali Beikmohammadi, Sindri Magnússon

    journal Information Sciences

    PaperCode

  4. On the Convergence of Federated Learning Algorithms without Data Similarity

    Ali Beikmohammadi, Sarit Khirirat, Sindri Magnússon

    journal IEEE Transactions on Big Data

    PaperCode

2023

  1. TA-Explore: Teacher-assisted exploration for facilitating fast reinforcement learning

    Ali Beikmohammadi, Sindri Magnússon

    conference International Conference on Autonomous Agents and Multiagent Systems (AAMAS)

    PaperCode

  2. Comparing NARS and Reinforcement Learning: An Analysis of ONA and Q-Learning Algorithms

    Ali Beikmohammadi, Sindri Magnússon

    conference International Conference on Artificial General Intelligence (AGI-23)

    PaperCode

2022

  1. SWP-LeafNET: A novel multistage approach for plant leaf identification based on deep CNN

    Ali Beikmohammadi, Karim Faez, Ali Motallebi

    journal Expert Systems with Applications

    Paper

2021

  1. A Hierarchical Method for Kannada-MNIST Classification Based on Convolutional Neural Networks

    Ali Beikmohammadi, Najmeh Zahabi

    conference 26th International Computer Conference, Computer Society of Iran (CSICC), IEEE

    Paper

  2. Semantic Segmentation of Autonomous Driving Images by the Combination of Deep Learning and Classical Segmentation

    Mohammad Hosein Hamian, Ali Beikmohammadi, Ali Ahmadi, Babak Nasersharif

    conference 26th International Computer Conference, Computer Society of Iran (CSICC), IEEE

    Paper

2020

  1. Introduction to Deep Learning

    Ali Beikmohammadi, et al.

    book Naghoos Pressin PersianTranslation of Charniak, E. — Introduction to Deep Learning, MIT Press, 2019

  2. A Novel Approach to Reducing Energy Consumption, Economic Savings, Service Quality Enhancement, and Resource Utilization in Cloud Data Centers

    Mohammad Hosein Mahmoodian, Hassan Taheri Gazvini, Ali Beikmohammadi

    journal Transactions on Machine Intelligence

    Paper

  3. A Novel Solution to Reduce Energy Consumption and Economic Revenue and, Increase Quality of Service and Resource Utilization in Cloud Data Centers

    Mohammad Hosein Mahmoodian, Hassan Taheri Gazvini, Ali Beikmohammadi

    conference 7th National Congress of New Findings of Iranian Electrical Engineering (IEEEC7)in Persian

    Paper

2019

  1. Mixture of Deep-based Representation and Shallow Classifiers to Recognize Human Activities

    Ali Beikmohammadi, Karim Faez, Mohammad Hosein Mahmoodian, Mohammad Hosein Hamian

    conference 5th Iranian Conference on Signal Processing and Intelligent Systems (ICSPIS), IEEEOutstanding Student Paper Award

    Paper

2018

  1. Leaf Classification for Plant Recognition with Deep Transfer Learning

    Ali Beikmohammadi, Karim Faez

    conference 4th Iranian Conference on Signal Processing and Intelligent Systems (ICSPIS), IEEE

    Paper

2016

  1. A Review of License Plate Segmentation and Recognition Methods

    Ali Beikmohammadi, Hamidreza Karami

    conference First International Conference of Electronic and Computer Engineeringin Persian

    Paper

  2. A Review of License Plate Detection Methods

    Ali Beikmohammadi, Hamidreza Karami

    conference First International Conference of Electronic and Computer Engineeringin Persian

    Paper

  3. Gate Fringe Capacitance Modeling for FinFETs Considering RSD and Metal Contact in Its Structure, By Using 3-D Model

    Ali Beikmohammadi

    conference YREC First National Conference on Electrical Engineeringin Persian

    Paper