BibTeX Export of Organization::TUDarmstadt::Topic::DNN

@INPROCEEDINGS{butler_ea_2024_SC,
     author = {Butler, Branden and Yu, Sixing and Mazaheri, Arya and Jannesari, Ali},
      month = nov,
      title = {PipeInfer: Accelerating LLM Inference using Asynchronous Pipelined Speculation},
  booktitle = {Proc. of the International Conference for High Performance Computing, Networking, Storage, and Analysis (SC), Atlanta, GA, USA},
       year = {2024},
      pages = {1--13},
       note = {(accepted)}
}

@INPROCEEDINGS{beringer_ea_ICPP_2024,
     author = {Beringer, Tim and Stock, Jakob and Mazaheri, Arya and Wolf, Felix},
      month = aug,
      title = {Dissecting Convolutional Neural Networks for Runtime and Scalability Prediction},
  booktitle = {Proc. of the 53st International Conference on Parallel Processing (ICPP), Gotland, Sweden},
       year = {2024},
      pages = {168--178},
  publisher = {ACM},
       isbn = {979-8-4007-1793-2},
        doi = {10.1145/3673038.3673107}
}

@INPROCEEDINGS{yu_ea:2022:icml,
     author = {Yu, Sixing and Mazaheri, Arya and Jannesari, Ali},
   keywords = {deep learning, network pruning, reinforcement learning},
      month = jul,
      title = {Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning},
  booktitle = {Proc. of the 39th International Conference on Machine Learning (ICML), Baltimore, Maryland, USA},
     series = {Proceedings of Machine Learning Research},
     volume = {162},
       year = {2022},
      pages = {25656--25667},
  publisher = {PMLR},
        url = {https://proceedings.mlr.press/v162/yu22e.html}
}

@INPROCEEDINGS{mammadli_corl:SC:2020,
     author = {Mammadli, Rahim and Jannesari, Ali and Wolf, Felix},
      month = nov,
      title = {Static Neural Compiler Optimization via Deep Reinforcement Learning},
  booktitle = {Proc. of the 6th Workshop on the LLVM Compiler Infrastructure in HPC, held in conjunction with the Supercomputing Conference (SC20)},
       year = {2020},
      pages = {1--11},
  publisher = {IEEE},
        doi = {10.1109/LLVMHPCHiPar51896.2020.00006}
}

@INPROCEEDINGS{mazaheri_ea:2020:eurosys,
     author = {Mazaheri, Arya and Beringer, Tim and Moskewicz, Matthew and Wolf, Felix and Jannesari, Ali},
   keywords = {deep learning, meta-programming, symbolic computation, winograd convolution},
      month = apr,
      title = {Accelerating {W}inograd Convolutions using Symbolic Computation and Meta-programming},
  booktitle = {Proc. of the 15th EuroSys Conference, Heraklion, Crete, Greece},
     number = {40},
       year = {2020},
      pages = {1--14},
  publisher = {ACM},
       isbn = {978-1-45036-882-7},
        doi = {10.1145/3342195.3387549}
}

@INPROCEEDINGS{mazaheri_ea:euro-par:2019,
     author = {Mazaheri, Arya and Schulte, Johannes and Moskewicz, Matthew and Wolf, Felix and Jannesari, Ali},
      month = aug,
      title = {Enhancing the Programmability and Performance Portability of {GPU} Tensor Operations},
  booktitle = {Proc. of the 25th Euro-Par Conference, G{\"{o}}ttingen, Germany},
     series = {Lecture Notes in Computer Science},
     volume = {11725},
       year = {2019},
      pages = {213--226},
  publisher = {Springer},
       note = {(best paper award)},
       isbn = {978-3-030-29399-4},
        doi = {10.1007/978-3-030-29400-7_16}
}

@ARTICLE{mammadli_ea:taco:2019,
    author = {Mammadli, Rahim and Wolf, Felix and Jannesari, Ali},
     month = jan,
     title = {The Art of Getting Deep Neural Networks in Shape},
   journal = {ACM Transactions on Architecture and Code Optimization (TACO)},
    volume = {15},
    number = {4},
      year = {2019},
     pages = {62:1--62:21},
      issn = {1544-3566},
       doi = {10.1145/3291053}
}