A Transformer Architecture via Lightweight Sigmoid Attention for Graph Collaborative Filtering

Hyungjin Kim, Seokho Ahn, Minhye Jeon, Sungbok Shin and Young-Duk Seo, Proc. International ACM Conference on Information and Knowledge Management (CIKM 2026), 2026

Locality-Aware Redundancy Pruning for LLM Depth Compression

Daniel Yun, Youngrae Kim, Woosang Lim, YoungJin Heo, Minkyu Kim and Sunwoo Lee, Proc. Conference on Empirical Methods in Natural Language Processing (EMNLP 2026), 2026

Geometry-correct diffusion posterior sampling with denoiser-pullback curvature guidance and manifold-aligned damping

Seunghyeok Shin, Minwoo Kim, Dabin Kim and Hongki Lim, Proc. International Conference on Machine Learning (ICML 2026), 2026

Towards Robust Vision Transformers Path Dependency Analysis and a Simple Two-Stage Adversarial Training

Seongmin Kim and Byung Cheol Song, Proc. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026), 2026

FAST‑DIPS: adjoint‑free analytic steps and hard‑constrained likelihood correction for diffusion‑prior inverse problems

Minwoo Kim, Seunghyeok Shin and Hongki Lim, Proc. International Conference on Learning Representations (ICLR 2026), 2026

A Compliance-Preserving Retrieval System for Aircraft MRO Task Search

Byungho Jo, Proc. European Chapter of the Association for Computational Linguistics (EACL 2026), 2026

HE-DAP: Homomorphic Encryption-based Dynamic Adaptive Parameter Optimization for Statistical Computation

Yun-Soo Park, Hyunmin Choi, Hyoungshick Kim and Mun-Kyu Lee, Proc. of The 41st ACM/SIGAPP Symposium On Applied Computing (SAC 2026), 2026 DOI ↗

T2LF: LLM-Guided Multimodal Diffusion for Text-to-Light Field Synthesis

Soyoung Yoon, Namhyuk Ahn and In Kyu Park, Proc. IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2026), 2026 DOI ↗

GEM: A Scale-Aware and Distribution-Sensitive Sparse Fine-Tuning Framework for Effective Downstream Adaptation

Sungmin Kang, Jisoo Kim, Salman Avestimehr and Sunwoo Lee, Proc. Annual AAAI Conference on Artificial Intelligence (AAAI 2026), 2026

Layer-wise Update Aggregation with Recycling for Communication-Efficient Federated Learning

Jisoo Kim, Sungmin Kang, Sunwoo Lee, Proc. Neural Information Processing Systems (NeurIPS 2025), 2025 DOI ↗

LAFUL: Lesion-Aware Federated Unlearning via Channel-wise Gradient Masking and Feature Distillation

Qingyu Tan, Yan Li and Byeong-Seok Shin, Proc. IEEE Conference on Bioinformatics and Biomedicine (BIBM 2025), 2025

Adaptive 3D Reconstruction via Diffusion Priors and Forward Curvature-Matching Likelihood Updates

Seunghyeok Shin, Dabin Kim and Hongki Lim, Proc. Neural Information Processing Systems (NeurIPS 2025), 2025

FaceGCD: Generalized Face Discovery via Dynamic Prefix Generation

Yunseok Oh and Dong-Wan Choi, Proc. British Machine Vision Conference (BMVC 2025), 2025 DOI ↗

Lossless Token Merging Even Without Fine-Tuning in Vision Transformers

Jaeyeon Lee and Dong-Wan Choi, European Conference on Artificial Intelligence (ECAI 2025), 2025 DOI ↗

Draw your mind: Personalized generation via condition-level modeling in text-to-image diffusion models

Hyungjin Kim, Seokho Ahn and Young-Duk Seo, Proc. IEEE/CVF International Conference on Computer Vision (ICCV 2025), 2025 논문 보기 ↗

M2SFormer: Multi-Spectral and Multi-Scale Attention with Edge-Aware Difficulty Guidance for Image Forgery Localization

Ju-Hyeon Nam, Dong-Hyun Moon and Sang-Chul Lee, Proc. IEEE/CVF International Conference on Computer Vision (ICCV 2025), 2025

A plug-and-play approach for robust image editing in text-to-image diffusion models

Hyunwook Jo, Jiseung Maeng, Jun Hyung Park, Namhyuk Ahn and In Kyu Park, Proc. IEEE/CVF International Conference on Computer Vision Workshop (ICCVW 2025), 2025

Parecon: Enhancing Mobile AI Vision Apps through DNN Partition and Resolution Control

Junsoo Park and Yeongjin Kim, Proc. International Conference on Mobile Ad-Hoc and Smart Systems (MASS 2025), 2025 DOI ↗

BounDr.E: Predicting drug-likeness via biomedical knowledge alignment and EM-like one-class boundary optimization

Dongmin Bang, Inyoung Sung, Yinhua Piao, Sangseon Lee and Sun Kim, Proc. International Conference on Machine Learning (ICML 2025), 2025 논문 보기 ↗

Nearly zero-cost protection against mimicry by personalized diffusion models

Namhyuk Ahn et al., Proc. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025), 2025 논문 보기 ↗

Two is better than one: Efficient ensemble defense for robust and compact models

Yoojin Jung and Byung Cheol Song, Proc. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025), 2025 논문 보기 ↗

Link to the past: Temporal propagation for fast 3D human reconstruction from monocular video

Matthew Marchellus, Nadhira Noor and In Kyu Park, Proc. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025), 2025 논문 보기 ↗

CheapNet: Cross-attention on hierarchical representations for efficient protein-ligand binding affinity prediction

Hyukjoon Lim, Sun Kim, Sangseon Lee, The Thirteenth International Conference on Learning Representations (ICLR 2025), 2025 논문 보기 ↗

Overlapped Bootstrapping for FHEW/TFHE and Its Application to SHA3

Deokhwa Hong, Youngjin Choi, Yongwoo Lee and Young-Sik Kim, Proc. Financial Cryptography and Data Security (FC) 2025 (FC 2025), 2025 DOI ↗

UKTA: Unified Korean text analyzer

Seokho Ahn, Junhyung Park, Ganghee Go, Chulhui Kim, Jiho Jung, Myung Sun Shin, Do-Guk Kim, Young-Duk Seo, Proc. ACM/SIGAPP Symposium On Applied Computing (SAC 2025), 2025 DOI ↗

Topic-aware knowledge graph with large language models for interoperability in recommender systems

Minhye Jeon, Seokho Ahn, Young-Duk Seo, Proc. ACM/SIGAPP Symposium On Applied Computing (SAC 2025), 2025 DOI ↗

Real-time calibration model for low-cost sensor in fine-grained time series

Seokho Ahn , Hyungjin Kim , Sungbok Shin and Young-Duk Seo, Proc. AAAI Conference on Artificial Intelligence (AAAI 2025), 2025 DOI ↗

A new multi-source light detection benchmark and semi-supervised focal light detection

Jae-Yong Baek, Yong-Sang Yoo and Seung-Hwan Bae, Proc. Neural Information Processing Systems (NeurIPS 2024), 2024 논문 보기 ↗

Detecting concept shifts under different levels of self-awareness on emotion labeling

HyoSeon Choi, Dahoon Choi, Netiwit Kaongeon and Byung Hyung Kim, Proc. International Conference on Pattern Recognition (ICPR 2024), 2024 DOI ↗

Cascading global and sequential temporal representations with local context modeling for EEG-based emotion recognition

Hyunwook Kang, Jin Woo Choi and Byung Hyung Kim, Proc. International Conference on Pattern Recognition (ICPR 2024), 2024 DOI ↗

Deterministic synthesis of defect images using null optimization

Hyunwook Jo Marcellino Sahadewa, William Gazali and In Kyu Park, Proc. International Conference on Pattern Recognition (ICPR 2024), 2024 DOI ↗

Geometrically consistent light field synthesis using repaint video diffusion model

Soyoung Yoon and In Kyu Park, Proc. International Conference on Pattern Recognition (ICPR 2024), 2024 DOI ↗

Attention-guided energy-based model for out-of-distribution data detection

Zongjing Cao, Yan Li and Byeong-Seok Shin, Proc. International Conference on Pattern Recognition (ICPR 2024), 2024 DOI ↗

Embracing domain gradient conflicts: Domain generalization using domain gradient equilibrium

Zuyu Zhang, Yan Li and Byeong-Seok Shin, Proc. ACM Multimedia Conference (ACM MM 2024), 2024 DOI ↗

VizECGNet: Visual ECG image network for cardiovascular diseases classification with multi-modal training and knowledge distillation

Ju-Hyeon Nam, Seo-Hyeong Park, Su Jung Kim, and Sang-Chul Lee, Proc. International Conference on Image Processing (ICIP 2024), 2024 DOI ↗

COVID19 to pneumonia: Multi region lung severity classification using CNN transformer position-aware feature encoding network

Jongbub Lee, Jungsoo Kim and Hyungyu Lee, Proc. International Conference on Medical Image Computing and Computer Assisted Interventions (MICCAI 2024), 2024 DOI ↗

All you need is your voice: Emotional face representation with audio perspective for emotional talking face generation

Seongho Kim and Byung Cheol Song, Proc. European Conference on Computer Vision (ECCV 2024), 2024 DOI ↗

Proactive content caching via interplay between deep learning and stochastic optimization

Yongmoon Park, Kyungtae Lee, Minseok Choi and Yeongjin Kim, Proc. International Conference on Mobile Ad-Hoc and Smart Systems (MASS 2024), 2024 DOI ↗

Layer-wise adaptive gradient norm penalizing method for efficient and accurate deep learning

Sunwoo Lee, Proc. ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2024), 2024 DOI ↗

Modality-agnostic domain generalizable medical image segmentation by multi-frequency in multi-scale attention

Ju-Hyeon Nam, Nur Suriza Syazwany, Su Jung Kim and Sang-Chul Lee, Proc. Computer Vision and Pattern Recognition (CVPR 2024), 2024 DOI ↗

Efficient skeleton-based action recognition for real-time embedded systems

Nadhira Noor, Fabianaugie Jametoni, Jinbeom Kim, Hyunsu Hong and In Kyu Park, Proc. CVPR Workshop on Mobile AI (CVPRW 2024), 2024 DOI ↗

RecKG: Knowledge graph for recommender systems

Junhyuk Kwon, Seokho Ahn and Young-Duk Seo, Proc. ACM/SIGAPP Symposium on Applied Computing (SAC 2024), 2024 DOI ↗

Recall-oriented continual learning with generative adversarial meta-model

Haneol Kang and Dong-Wan Choi, Proc. AAAI Conference on Artificial Intelligence (AAAI 2024), 2024 DOI ↗

Teacher as a lenient expert: Teacher-agnostic data-free knowledge distillation

Hyunjune Shin, and Dong-Wan Choi, Proc. AAAI Conference on Artificial Intelligence (AAAI 2024), 2024 DOI ↗

Modality-aware ood suppression using feature discrepancy for multi-modal emotion recognition

Dohee Kang, Somang Kang, Daeha Kim and Byung Cheol Song, Proc. International Conference on Image Processing (ICIP 2023), 2023 DOI ↗

EGformer: Equirectangular geometry-biased transformer for 360 depth estimation

Ilwi Yun, Chanyong Shin, Hyunku Lee, Hyuk-Jae Lee and Chae Eun Rhee, Proc. International Conference on Computer Vision (ICCV 2023), 2023 DOI ↗

M2C: Concise music representation for 3D dance generation

Matthew Marchellus and In Kyu Park, Proc. ICCV Workshop on Analysis and Modeling of Faces and Gestures (ICCVW 2023), 2023 DOI ↗

Dynamic interplay between service caching and code offloading in mobile-edge-cloud networks

Dongho Ham, Yeongjin Kim and Jeongho Kwak, Proc. International Conference on Sensing, Communication, and Networking (SECON 2023), 2023 DOI ↗

Hetal: Efficient privacy-preserving transfer learning with homomorphic encryption

Seewoo Lee, Garam Lee, Jung Woo Kim, Junbum Shin and Mun-Kyu Lee, Proc. International Conference on Machine Learning (ICML 2023), 2023 논문 보기 ↗

Light field synthesis from a monocular image using variable LDI

Junhyeong Bak and In Kyu Park, Proc. CVPR Workshop on Light Field for Computer Vision (CVPRW 2023), 2023 DOI ↗

Relation modeling on knowledge graph for interoperability in recommender systems

SeungJoo Lee, Seokho Ahn and Young-Duk Seo, Proc. Symposium on Applied Computing (SAC 2023), 2023 DOI ↗

Better generalized few-shot learning even without base data

Seong-Woong Kim and Dong-Wan Choi, Proc. AAAI Conference on Artificial Intelligence (AAAI 2023), 2023 DOI ↗

Semantic-aware superpixel for weakly supervised semantic segmentation

Sangtae Kim, Daeyoung Park and Byonghyo Shim, Proc. AAAI Conference on Artificial Intelligence (AAAI 2023), 2023 DOI ↗

Fine gaze redirection learning with gaze hardness-aware transformation

Sangjin Park, Daeha Kim and Byung Cheol Song, Proc. Winter Conference on Applications of Computer Vision (WACV 2023), 2023 DOI ↗

IFQA: Interpretable face quality assessment

Byungho Jo, Donghyeon Cho, In Kyu Park and Sungeun Hong, Proc. Winter Conference on Applications of Computer Vision (WACV 2023), 2023 DOI ↗

Local feature extraction from salient regions by feature map transformation

Yerim Jung, Suriza Syazwany and Sang-Chul Lee, Proc. British Machine Vision Conference (BMVC 2022), 2022 논문 보기 ↗

Optimal transport-based identity matching for identity-invariant facial expression recognition

Daeha Kim and Byung Cheol Song, Proc. Neural Information Processing Systems (NeruIPS 2022), 2022 논문 보기 ↗

Ensemble knowledge guided sub-network search and fine-tuning for filter pruning

Seunghyun Lee and Byung Cheol Song, Proc. European Conference on Computer Vision (ECCV 2022), 2022 DOI ↗

Emotion-aware multi-view contrastive learning for facial emotion recognition

Daeha Kim and Byung Cheol Song, Proc. European Conference on Computer Vision (ECCV 2022), 2022 DOI ↗

Image enhancement for improved visibility of digital displays under the sunlight

Heejin Lee, Junmin Lee, Seha Jeong, Seunghyun Lee, Seungwan Yu, Junho Heo and Byung Cheol Song, Proc. International Conference on Image Processing (ICIP 2022), 2022 DOI ↗

RPFNET: Complementary feature fusion for hand gesture recognition

Do Yeon Kim, Dae Ha Kim and Byung Cheol Song, Proc. International Conference on Image Processing (ICIP 2022), 2022 DOI ↗

Style transfer using optimal transport via wasserstein distance

OSeok Ryu and Bowon Lee, Proc. International Conference on Image Processing (ICIP 2022), 2022 DOI ↗

3D body reconstruction revisited: Exploring the test-time 3D body mesh refinement strategy via surrogate adaptation

Jonathan Samuel Lumentut and In Kyu Park, Proc. ACM International Conference on Multimedia (ACM MM 2022), 2022 DOI ↗

Re-ordered micro image based high efficient residual coding in light field compression

Hyunmin Jung, Hyuk-Jae Lee and Chae Eun Rhee, Proc. ACM International Conference on Multimedia (ACM MM 2022), 2022 DOI ↗

Phase vocoder for time stretch based on center frequency estimation

Donghyeon Kim and Bowon Lee, Proc. Interspeech (Interspeech 2022), 2022 DOI ↗

Deformable part region learning for object detection

Seung-Hwan Bae, Proc. AAAI Conference on Artificial Intelligence (AAAI 2022), 2022 DOI ↗

Style-guided and disentangled representation for robust image-to-image translation

Jaewoong Choi, Dae Ha Kim and Byung Cheol Song, Proc. AAAI Conference on Artificial Intelligence (AAAI 2022), 2022 DOI ↗

Contextual gradient scaling for few-shot learning

Sanghyuk Lee, Seunghyun Lee and Byung Cheol Song, Proc. Winter Conference on Applications of Computer Vision (WACV 2022), 2022 DOI ↗

Re-Aging GAN: Toward personalized face age transformation

Farkhod Makhmudkhujaev, Sungeun Hong and In Kyu Park, Proc. International Conference on Computer Vision (ICCV 2021), 2021 DOI ↗

Frequency filtering for data augmentation in X-ray image classification

Ju-Hyeon Nam and Sang-Chul Lee, International Conference on Image Processing (ICIP 2021), 2021 DOI ↗

Pool of experts: Realtime querying specialized knowledge in massive neural networks

Hakbin Kim and Dong-Wan Choi, Proc. International Conference on Management of Data (ACM SIGMOD 2021), 2021 DOI ↗

Split-and-Bridge: Adaptable class incremental learning within a single neural network

Jong-Yeong Kim and Dong-Wan Choi, Proc. AAAI Conference on Artificial Intelligence (AAAI 2021), 2021 DOI ↗

Contrastive adversarial learning for person-independent facial emotion recognition

Dae Ha Kim and Byung Cheol Song, Proc. AAAI Conference on Artificial Intelligence (AAAI 2021), 2021 DOI ↗

Interpretable embedding procedure knowledge transfer via stacked principal component analysis and graph neural network

Seunghyun Lee and Byung Cheol Song, Proc. AAAI Conference on Artificial Intelligence (AAAI 2021), 2021 DOI ↗

Hidden emotion detection using multi-modal signals

Dae Ha Kim and Byung Cheol Song, Proc. ACM Conference on Human Factors in Computing Systems (CHI 2021), 2021 DOI ↗

An integrated approach for determining objects to be relocated and their goal positions inside clutter for object retrieval

Jeeho Ahn, Jaeho Lee, Sang Hun Cheong, ChangHwan Kim and Changjoo Nam, Proc. International Conference on Robotics and Automation (ICRA 2021), 2021 DOI ↗

5D light field synthesis from a monocular video

Kyuho Bae, Andre Ivan, Hajime Nagahara and In Kyu Park, Proc. International Conference on Pattern Recognition (ICPR 2021), 2021 DOI ↗

Human motion deblurring using localized body prior

Jonathan Samuel Lumentut, Joshua Santoso and In Kyu Park, Asian Conference on Computer Vision (ACCV 2020), 2020 DOI ↗

Deep learning-based pupil center detection for fast and accurate eye tracking system

Kang Il Lee, Jung Ho Jeon, Byung Cheol Song, European Conference on Computer Vision (ECCV 2020), 2020 DOI ↗

360 Panorama synthesis from a sparse set of images with unknown field of view

Julius Surya Sumantri, In Kyu Park, Winter Conference on Applications of Computer Vision (WACV 2020), 2020 DOI ↗