publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2024

  1. submitted
    Identifying latent state transition in non-linear dynamical systems
    Çağlar Hızlı ,  Çağatay Yıldız ,  Matthias Bethge , and 2 more authors
    In Advances in Neural Information Processing Systems , 2024
  2. submitted
    Investigating Continual Pretraining in Large Language Models: Insights and Implications
    Çağatay Yıldız ,  Nishaanth Kanna Ravichandran ,  Matthias Bethge , and 1 more author
    In Empirical Methods in Natural Language Processing , 2024
  3. CoLLAs
    Infinite dSprites for Disentangled Continual Learning: Separating Memory Edits from Generalization
    Sebastian Dziadzio ,  Çağatay Yıldız ,  Gido Ven , and 3 more authors
    In Lifelong Learning Agents , 2024

2023

  1. NeurIPS
    Invariant Neural Ordinary Differential Equations
    Ilze Amanda Auzina ,  Çağatay Yıldız ,  Sara Magliacane , and 2 more authors
    In Advances in Neural Information Processing Systems , 2023
  2. ICLR
    Latent Neural ODEs with Sparse Bayesian Multiple Shooting
    Valerii Iakovlev ,  Çağatay Yıldız ,  Markus Heinonen , and 1 more author
    In International Conference on Learning Representations , 2023

2022

  1. NeurIPS workshop
    Latent GP-ODEs with Informative Priors
    Ilze Amanda Auzina ,  Çağatay Yıldız ,  and  Efstratios Gavves
    In A causal view on dynamical systems workshop , 2022
  2. NeurIPS
    Learning Interacting Dynamical Systems with Latent Gaussian Process ODEs
    Çağatay Yıldız ,  Melih Kandemir ,  and  Barbara Rakitsch
    In Advances in Neural Information Processing Systems , 2022
  3. UAI
    Variational multiple shooting for Bayesian ODEs with Gaussian processes
    Pashupati Hedge ,  Çağatay Yıldız ,  Harri Lahdesmaki , and 2 more authors
    In Uncertainty in Artificial Intelligence , 2022
  4. thesis
    Differential Equations for Machine Learning
    Çağatay Yıldız
    2022

2021

  1. ICML
    Continuous-time Model-based Reinforcement Learning
    Çağatay Yıldız ,  Markus Heinonen ,  and  Harri Lahdesmaki
    In International Conference on Machine Learning , 2021

2019

  1. NeurIPS
    ODE2VAE: Deep generative second order ODEs with Bayesian neural networks
    Çağatay Yıldız ,  Markus Heinonen ,  and  Harri Lahdesmaki
    In Advances in Neural Information Processing Systems , 2019

2018

  1. ICML
    Learning unknown ODE models with Gaussian processes
    Markus Heinonen ,  Çağatay Yıldız ,  Henrik Mannerström , and 2 more authors
    In International Conference on Machine Learning , 2018
  2. ICML
    Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization
    Umut Simsekli ,  Çağatay Yıldız ,  Than Huy Nguyen , and 2 more authors
    In International Conference on Machine Learning , 2018
  3. MLSP
    Learning Stochastic Differential Equations With Gaussian Processes Without Gradient Matching
    Çağatay Yıldız ,  Markus Heinonen ,  Jukka Intosalmi , and 2 more authors
    In IEEE 28th International Workshop on Machine Learning for Signal Processing , 2018
  4. Workshop
    A Nonparametric Spatio-temporal SDE Model
    Çağatay Yıldız ,  Markus Heinonen ,  and  Harri Lähdesmäki
    In NeurIPS Spatiotemporal Workshop , 2018
  5. DSP
    A Bayesian change point model for detecting SIP-based DDoS attacks
    Baris Kurt ,  Çağatay Yıldız ,  Taha Ceritli , and 2 more authors
    In Digital Signal Processing , 2018
  6. SoftwareX
    A real-time SIP network simulation and monitoring system
    Çağatay Yıldız ,  Baris Kurt ,  Taha Ceritli , and 2 more authors
    In SoftwareX , 2018

2017

  1. SIU
    A Bayesian change point model for epileptic seizure detection
    Çağatay Yıldız ,  Haluk Bingol ,  Gulcin Irim-Celik , and 2 more authors
    In 25th Signal Processing and Communications Applications Conference , 2017

2016

  1. Workshop
    A Dictionary Learning Based Anomaly Detection Method for Network Traffic Data
    Taha Ceritli ,  Baris Kurt ,  Çağatay Yıldız , and 2 more authors
    In ICML Anomaly Detection Workshop , 2016
  2. SIU
    Attack Detection in VOIP Networks Using Bayesian Multiple Change-Point Models
    Çağatay Yıldız ,  Taha Ceritli ,  Baris Kurt , and 2 more authors
    In IEEE Singal Processing and Communications Applications , 2016
  3. SIU
    A Probabilistic SIP Network Simulation System
    Baris Kurt ,  Çağatay Yıldız ,  Taha Ceritli , and 4 more authors
    In IEEE Singal Processing and Communications Applications , 2016