Wonyeol Lee (CV)


I am a fourth-year Ph.D. student at Stanford, advised by Alex Aiken and supported by Samsung Scholarship. During my Ph.D. studies, I took a three-year leave to serve mandatory military service in Korea, for which I worked at KAIST with Hongseok Yang.

Research Interests

Publications

Conferences

  1. On Correctness of Automatic Differentiation for Non-Differentiable Functions
    Wonyeol Lee, Hangyeol Yu, Xavier Rival, Hongseok Yang
    NeurIPS 2020 / Spotlight Presentation (280/9454=3.0%)
    slides | poster

  2. Differentiable Algorithm for Marginalising Changepoints
    Hyoungjin Lim, Gwonsoo Che, Wonyeol Lee, Hongseok Yang
    AAAI 2020

  3. Towards Verified Stochastic Variational Inference for Probabilistic Programs
    Wonyeol Lee, Hangyeol Yu, Xavier Rival, Hongseok Yang
    POPL 2020
    slides | video | code

  4. Reparameterization Gradient for Non-Differentiable Models
    Wonyeol Lee, Hangyeol Yu, Hongseok Yang
    NeurIPS 2018
    slides | poster | code

  5. On Automatically Proving the Correctness of math.h Implementations
    Wonyeol Lee, Rahul Sharma, Alex Aiken
    POPL 2018
    slides | slides-short | video

  6. Verifying Bit-Manipulations of Floating-Point
    Wonyeol Lee, Rahul Sharma, Alex Aiken
    PLDI 2016
    slides | video

  7. A Proof System for Separation Logic with Magic Wand
    Wonyeol Lee, Sungwoo Park
    POPL 2014
    webpage

  8. CT-IC: Continuously Activated and Time-Restricted Independent Cascade Model for Viral Marketing
    Wonyeol Lee, Jinha Kim, Hwanjo Yu
    ICDM 2012
    slides

  9. Edge Detection Using Morphological Amoebas in Noisy Images
    Wonyeol Lee, Seyun Kim, Youngwoo Kim, Jaeyoung Lim, Dong Hoon Lim
    ICIP 2009

Journals

  1. CT-IC: Continuously Activated and Time-Restricted Independent Cascade Model for Viral Marketing
    Jinha Kim, Wonyeol Lee, Hwanjo Yu
    Knowledge-Based Systems, 2014

  2. Edge Detection Based on Morphological Amoebas
    Wonyeol Lee, Youngwoo Kim, Seyun Kim, Jaeyoung Lim, Dong Hoon Lim
    Imaging Science Journal, 2012


trips | last updated: 09/2020