Publications

Randomized Asymmetric Chain of LoRA: The First Meaningful Theoretical Framework for Low-Rank Adaptation [pdf]
Grigory Malinovsky, Umberto Michieli, Hasan Abed Al Kader Hammoud, Taha Ceritli, Hayder Elesedy, Mete Özay, Peter Richtárik
Submitted to ICLR (2025).

A Study of Parameter Efficient Fine-Tuning by Learning to Efficiently Fine-Tune [pdf]
Taha Ceritli, Savaş Özkan, Jeongwon Min, Eunchung Noh, Cho Jung Min, Mete Özay
EMNLP (2024).

Mode Connections For Clinical Incremental Learning: Lessons From The COVID-19 Pandemic [pdf]
Anshuk Thakur, Chenyang Wang, Taha Ceritli, David Eyre, David A. Clifton
Machine Learning & Global Health Workshop, ICLR (2023).

Synthesizing Mixed-type Electronic Health Records using Diffusion Models [pdf]
Taha Ceritli, Ghadeer O. Ghosheh, Vinod Kumar Chauhan, Tingting Zhu, Andrew P. Creagh, and David A. Clifton.

AI Assistants: A Framework for Semi-Automated Data Wrangling [pdf, code]
Tomas Petricek, Gerrit Burg, Alfredo Nazábal, Taha Ceritli, Ernesto Jiménez-Ruiz, Christopher K. I. Williams
IEEE Transactions on Knowledge and Data Engineering (2022).

Mixture of Input-Output Hidden Markov Models for Heterogeneous Disease Progression Modeling [pdf, code]
Taha Ceritli, Andrew P. Creagh, David A. Clifton
Proceedings of the 1 st Workshop on Healthcare AI and COVID-19, ICML (2022).

Identifying the Units of Measurement in Tabular Data [pdf, code]
Taha Ceritli, Christopher K. I. Williams
Presented at the ECML-PKDD Workshop on Automating Data Science (2021).

ptype-cat: Inferring the Type and Values of Categorical Variables [pdf, code]
Taha Ceritli, Christopher K. I. Williams
Presented at the ECML-PKDD Workshop on Automating Data Science (2021).

ptype: Probabilistic Type Inference [pdf, code]
Taha Ceritli, Christopher K. I. Williams, James Geddes
Data Mining and Knowledge Discovery (2020).

A Bayesian Change Point Model for Detecting SIP-based DDoS Attacks
Barış Kurt, Çağatay Yıldız, Taha Ceritli, Bülent Sankur, Ali Taylan Cemgil
Digital Signal Processing (2018).

A Real-Time SIP Network Simulation and Monitoring System [pdf]
Çağatay Yıldız, Barış Kurt, Taha Ceritli, Bülent Sankur, Ali Taylan Cemgil
SoftwareX (2018).

Sum Conditioned Poisson Factorization
Gökhan Çapan, Semih Akbayrak, Taha Ceritli, Ali Taylan Cemgil
International Conference on Latent Variable Analysis and Signal Separation (2018).

A Dictionary Learning Based Anomaly Detection Method for Network Traffic Data [pdf]
Taha Ceritli, Barış Kurt, Çağatay Yıldız, Bülent Sankur, Ali Taylan Cemgil
Presented in the 33rd International Conference on Machine Learning, ICML Anomaly Detection Workshop (2016).

Change Point Detection for Monitoring SIP Networks
Çağatay Yıldız, Murat Semerci, Taha Ceritli, Barış Kurt, Ali Taylan Cemgil, Bülent Sankur
The 25th European Conference on Networks and Communications (2016).

Attack Detection in VOIP Networks Using Bayesian Multiple Change-Point Models
Çağatay Yıldız, Taha Ceritli, Barış Kurt, Bülent Sankur, Ali Taylan Cemgil
The 24th IEEE Conference on Signal Processing and Communications Applications (2016).

A Probabilistic SIP Network Simulation System
Barış Kurt, Çağatay Yıldız, Taha Ceritli, Mehmet Yamaç, Murat Semerci, Bülent Sankur, Ali Taylan Cemgil
The 24th IEEE Conference on Signal Processing and Communications Applications (2016).