Recent Selected Publications (full list)

InstaGAN: Instance-aware Image-to-Image Translation (code, media1, media2, media3, media4, media5, media6)

Sangwoo Mo, Minsu Cho and Jinwoo Shin
International Conference on Learning Representations (ICLR) 2019

Stochastic Chebyshev Gradient Descent for Spectral Optimization (poster, video)

Insu Han, Haim Avron and Jinwoo Shin
Neural Information Processing Systems (NeurIPS) 2018
Spotlight Presentation (168/4856=3.5%)

A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks (poster, code, video)

Kimin Lee, Kibok Lee, Honglak Lee and Jinwoo Shin
Neural Information Processing Systems (NeurIPS) 2018
Spotlight Presentation (168/4856=3.5%)

Learning to Specialize with Knowledge Distillation for Visual Question Answering

Jonghwan Mun, Kimin Lee, Jinwoo Shin and Bohyung Han
Neural Information Processing Systems (NeurIPS) 2018

Neural Adaptive Content-aware Internet Video Delivery (demo)

Hyunho Yeo, Youngmok Jung, Jaehong Kim, Jinwoo Shin and Dongsu Han
The USENIX Symposium on Operating Systems Design and Implementation (OSDI) 2018
First Paper from KAIST in the history of OSDI

Bucket Renormalization for Approximate Inference (slide, poster)

Sungsoo Ahn, Michael Chertkov, Adrian Weller and Jinwoo Shin
International Conference on Machine Learning (ICML) 2018

Training Confidence-Calibrated Classifiers for Detecting Out-of-Distribution Samples (slide, poster, code)

Kimin Lee, Honglak Lee, Kibok Lee and Jinwoo Shin
International Conference on Learning Representations (ICLR) 2018

Gauging Variational Inference (slide, poster)

Sungsoo Ahn, Michael Chertkov and Jinwoo Shin
Neural Information Processing Systems (NIPS) 2017

Faster Greedy MAP Inference for Determinantal Point Processes (slide, poster, code, video)

Insu Han, Prabhanjan Kambadur, Kyoungsoo Park and Jinwoo Shin
International Conference on Machine Learning (ICML) 2017

Confident Multiple Choice Learning (slide, poster, code)

Kimin Lee, Changho Hwang, Kyoungsoo Park and Jinwoo Shin
International Conference on Machine Learning (ICML) 2017

Approximating Spectral Sums of Large-scale Matrices using Stochastic Chebyshev Approximations

Insu Han, Dmitry Malioutov, Haim Avron and Jinwoo Shin
SIAM Journal on Scientific Computing, vol. 39, no. 4, pp. A1558-A1585, 2017

Convergence and Correctness of Max-Product Belief Propagation for Linear Programming

Sejun Park and Jinwoo Shin
SIAM Journal on Discrete Mathematics, vol. 31, no. 3, pp. 2228-2236, 2017