Gunes Baydin : Publications

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@inproceedings{shirobokov-2020-blackbox,
  title = "Black-Box Optimization with Local Generative Surrogates",
  author = "Sergey Shirobokov and Vladislav Belavin and Michael Kagan and Andrey Ustyuzhanin and Atılım Güneş Baydin",
  year = "2020",
  booktitle = "Advances in Neural Information Processing Systems 34 (NeurIPS)",
}

@inproceedings{behl-2020-autosimulate,
  title = "AutoSimulate: (Quickly) Learning Synthetic Data Generation",
  author = "Harkirat Singh Behl and Atılım Güneş Baydin and Ran Gal and Philip H. S. Torr and Vibhav Vineet",
  year = "2020",
  booktitle = "16th European Conference on Computer Vision (ECCV)",
}

@inproceedings{baydin-2019-etalumis,
  title = "Etalumis: Bringing Probabilistic Programming to Scientific Simulators at Scale",
  author = "Atılım Güneş Baydin and Lei Shao and Wahid Bhimji and Lukas Heinrich and Lawrence F. Meadows and Jialin Liu and Andreas Munk and Saeid Naderiparizi and Bradley Gram-Hansen and Gilles Louppe and Mingfei Ma and Xiaohui Zhao and Philip Torr and Victor Lee and Kyle Cranmer and Prabhat and Frank Wood",
  year = "2019",
  address = "New York, NY, USA",
  booktitle = "Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis",
  isbn = "9781450362290",
  keywords = "inference, probabilistic programming, deep learning, simulation",
  location = "Denver, Colorado",
  publisher = "Association for Computing Machinery",
  series = "SC ’19",
  url = "https://doi.org/10.1145/3295500.3356180",
  doi = "10.1145/3295500.3356180",
}

@inproceedings{baydin-2019-quest-for-physics,
  title = "Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model",
  author = "Atılım Güneş Baydin and Lukas Heinrich and Wahid Bhimji and Lei Shao and Saeid Naderiparizi and Andreas Munk and Jialin Liu and Bradley Gram-Hansen and Gilles Louppe and Lawrence Meadows and Philip Torr and Victor Lee and Prabhat and Kyle Cranmer and Frank Wood",
  year = "2019",
  booktitle = "Advances in Neural Information Processing Systems 33 (NeurIPS)",
}

@inproceedings{baydin-2018-hypergradient,
  title = "Online Learning Rate Adaptation with Hypergradient Descent",
  author = "Baydin, Atılım Güneş and Cornish, Robert and Rubio, David Martínez and Schmidt, Mark and Wood, Frank",
  year = "2018",
  booktitle = "Sixth International Conference on Learning Representations (ICLR), Vancouver, Canada, April 30 -- May 3, 2018",
}

@inproceedings{le-2016-synthetic-data,
  title = "Using Synthetic Data to Train Neural Networks is Model-Based Reasoning",
  author = "Le, Tuan Anh and Baydin, Atılım Güneş and Zinkov, Robert and Wood, Frank",
  year = "2017",
  booktitle = "30th International Joint Conference on Neural Networks, Anchorage, AK, USA, May 14--19, 2017",
}

@inproceedings{le-2016-inference-compilation,
  title = "Inference Compilation and Universal Probabilistic Programming",
  author = "Le, Tuan Anh and Baydin, Atılım Güneş and Wood, Frank",
  year = "2017",
  address = "Fort Lauderdale, FL, USA",
  booktitle = "Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS)",
  pages = "1338--1348",
  publisher = "PMLR",
  series = "Proceedings of Machine Learning Research",
  volume = "54",
}

@inproceedings{baydin-2016-diffsharp-an-ad-library,
  title = "DiffSharp: An AD Library for .NET Languages",
  author = "Baydin, Atılım Güneş and Pearlmutter, Barak A. and Siskind, Jeffrey Mark",
  year = "2016",
  booktitle = "7th International Conference on Algorithmic Differentiation, Christ Church Oxford, UK, September 12--15, 2016",
}

@inproceedings{baydin-2016-tricks-from-deep-learning,
  title = "Tricks from Deep Learning",
  author = "Baydin, Atılım Güneş and Pearlmutter, Barak A. and Siskind, Jeffrey Mark",
  year = "2016",
  booktitle = "7th International Conference on Algorithmic Differentiation, Christ Church Oxford, UK, September 12--15, 2016",
}

@inproceedings{baydin-2012-evolution-of-ideas,
  title = "Evolution of ideas: A novel memetic algorithm based on semantic networks",
  author = "Baydin, Atılım Güneş and López de Mántaras, Ramon",
  year = "2012",
  booktitle = "Proceedings of the IEEE Congress on Evolutionary Computation, CEC 2012, IEEE World Congress On Computational Intelligence, WCCI 2012, Brisbane, Australia, June 10--15, 2012",
  pages = "1--8",
  doi = "10.1109/CEC.2012.6252886",
}