Amir Karimi

Amir Karimi

PhD Student @ KTH

Publications

A full list is also available on my Google Scholar profile.

2026

Are Object-Centric Representations Better at Compositional Generalization?

Ferdinand Kapl, Amir Mohammad Karimi Mamaghan, Maximilian Seitzer, Karl Henrik Johansson, Carsten Marr, Stefan Bauer, Andrea Dittadi

ICML

Paper arXiv

From Prediction to Structure: Causal Discovery for 30-Day Readmission Prediction

Amir Mohammad Karimi Mamaghan, Yuyang Tao, M. Umar B. Niazi, Stefan Bauer, Karl Henrik Johansson

Structured Data for Health (SD4H) Workshop @ ICML

OpenReview

From Words to Amino Acids: Does the Curse of Depth Persist?

Aleena Siji, Amir Mohammad Karimi Mamaghan, Ferdinand Kapl, Tobias Höppe, Emmanouil Angelis, Andrea Dittadi, Maurice Brenner, Michael Heinzinger, Karl Henrik Johansson, Kaitlin Maile, Johannes von Oswald, Stefan Bauer

Learning Meaningful Representations of Life (LMRL) Workshop @ ICLR

arXiv OpenReview

2025

Analyzing crash injury severities with deep learning and advanced statistical models: An assessment of methodological challenges

MohammadAli Seyfi, Amir Mohammad Karimi Mamaghan, Ali Behnood, Fred Mannering

Analytic Methods in Accident Research

Paper

Exploring the Effectiveness of Object-Centric Representations in Visual Question Answering: Comparative Insights with Foundation Models

Amir Mohammad Karimi Mamaghan, Samuele Papa, Karl Henrik Johansson, Stefan Bauer, Andrea Dittadi

ICLR

arXiv OpenReview

Object-Centric Representations Generalize Better Compositionally with Less Compute

Ferdinand Kapl, Amir Mohammad Karimi Mamaghan, Max Horn, Carsten Marr, Stefan Bauer, Andrea Dittadi

Workshop on Spurious Correlation and Shortcut Learning (SCSL) @ ICLR

OpenReview

2024

Diffusion-Based Causal Representation Learning

Amir Mohammad Karimi Mamaghan, Andrea Dittadi, Stefan Bauer, Karl Henrik Johansson, Francesco Quinzan

Entropy

Paper arXiv

Challenges and Considerations in the Evaluation of Bayesian Causal Discovery

Amir Mohammad Karimi Mamaghan, Panagiotis Tigas, Karl Henrik Johansson, Yarin Gal, Yashas Annadani, Stefan Bauer

ICML

arXiv

2023

Modeling the Motorcycle Crash Severity on Nonintersection Urban Roadways in the Australian State of Victoria Using a Random Parameters Logit Model

Mohammad Ali Seyfi, Kayvan Aghabayk, Amir Mohammad Karimi Mamaghan, Nirajan Shiwakoti

Journal of Advanced Transportation

Paper

2022

Analysis of Address Lifespans in Bitcoin and Ethereum

Amir Mohammad Karimi Mamaghan, Amin Setayesh, Behnam Bahrak

International Conference on Computer and Knowledge Engineering (ICCKE)

Paper

Machine learning at the service of meta-heuristics for solving combinatorial optimization problems: A state-of-the-art

Maryam Karimi Mamaghan, Mehrdad Mohammadi, Patrick Meyer, Amir Mohammad Karimi Mamaghan, El-Ghazali Talbi

European Journal of Operational Research

Paper

2020

Hub-and-spoke network design under congestion: A learning based metaheuristic

Maryam Karimi Mamaghan, Mehrdad Mohammadi, Amir Pirayesh, Amir Mohammad Karimi Mamaghan, Hassan Irani

Transportation Research Part E: Logistics and Transportation Review

Paper