Publications연구성과

Seungyoo Lee, Giung Nam, Seanie Lee, Hyungi Lee*, Juho Lee*, "SAVE: Sparsity-Aware Influence Estimation for Vocabulary-Expanded LLMs," Conference on Neural Information Processing Systems (NeurIPS 2026), 2026

Hae Eun Lee, Hyungi Lee*, Jangho Kim*, "PriSM: Prior-guided Shared-basis Mixture Personalization for LLMs under Sparse User Histories," Conference on Neural Information Processing Systems (NeurIPS 2026), 2026

Hyungi Lee, Jangho Kim, "Improving Neural Processes in the Low-Data Regime via Context-Subset Training and Self-Distillation," Conference on Neural Information Processing Systems (NeurIPS 2026), 2026

S.-M. Lim, "FMiner: CPU-FPGA Heterogeneous Framework for Frequent Itemset Mining and Beyond," ICCAD, 2026

Ha-Myung Park, Jungeun Park, Chaewon Jeong, Woncheol Son, Yunjun Kim, Junseo Youn, Ki Yeon Park, "EPTQ: Fast and Accurate 2-bit Post-Training Quantization via Factored E8 Lattice," ACM International Conference on Information and Knowledge Management (CIKM), 2026

Wooseong Cho, Ha-Myung Park, "S3-Prompt: Resolving Activity Cliffs via Structure-Disentangled Molecular Graph-Text Alignment," ACM International Conference on Information and Knowledge Management (CIKM), 2026

Hong-Kyun Bae, Zhenping Jin, Sang-Wook Kim, "SAND: Subjective-Anticipation-Augmented News Recommendation via Dual-Pathway Distillation," EMNLP, 2026

S. Jang, J. Kim, H. Shon, C. Park, and M. Yoon, "Detecting Unknown Cyberattacks on Traffic Management Center in C-ITS," IEEE Communications Magazine, 2026

Yang Yu, Sanghwan Lee, "Optimized multi-UAV data collection method for IoT considering age of information and energy constraints," Computer Networks, Vol. 287, pp. 112538, 2026

E. Kwon and T. Rosing, "Autonomous Model Quantization Framework for Hybrid Vision Transformers based on Reinforcement Learning," IEEE TCAD, 2026

E. Kwon, "TACo: Training-Free, Hardware-Aware ViT Architecture Search with a Hypervolume-Based Unified Zero-Cost Score," DAC, 2026

H. Cho, S. An, H. Park, and J. Kim, "SharedKD: Gradient-Guided Dynamic Student Discovery inside a Single 3D Object Detector," DAC, 2026

D. Lee, J. Shin, J. Bae, H. Cho, and J. Kim, "Weight Initialization based on Gradient Similarity for Versatile Machine Unlearning," PETS, 2026

Minwoo Kim, Sang Min Yoon, "Memory as Dynamics: Learning Reliability-Guided Predictive Models for Online Video Perception," ICML 2026, 2026

Seungyoo Lee, Giung Nam, Hyungi Lee*, Juho Lee*, "OCNR: Stabilizing Self-Play by Mitigating Iteration-Collapse With One-Class Novelty Rewards," International Conference on Machine Learning (ICML 2026), 2026

SongEun Kim, Seungyoo Lee, Edwin Fong, Hyungi Lee*, Juho Lee*, "From Drift to Coherence: Stabilizing Beliefs in LLMs," International Conference on Machine Learning (ICML 2026), 2026

Chaeyun Jang, Moonseok Choi, Yegon Kim, Seungyoo Lee, Juho Lee*, Hyungi Lee*, "Confidence is Not Universal: Task-Dependent Calibration and Emergent Behavior in LLMs," International Conference on Machine Learning (ICML 2026), 2026

S. Kang, S. Lim, and S. Jun, "Lembas: An appliance for Scalable Genome Alignment," ISCA, 2026

J. Lee, S. Jo, J.-H. Park, Y. Ryou, J. Yang, and J. Kim, "Nonlinear Color Transfer via Learnable Bezier Flows," CVPR, 2026

S. Kwon, G. Lee, D. Jung, and J. Lee, "FEAT: Fashion Editing and Try-On from Any Design," CVPR 2026

Issaree Srisomboon, Sanghwan Lee, "Direction Prediction Error-Prioritized Experience Replay (DPE-PER) for Adversarial UAV Interception Under Partial Observability," IEEE Internet of Things Journal, Vol. 13, No. 10, pp. 21938-21951, 2026

H. Lee, H. Jo, J. Chung, and J. Kim, "SQuaT: Self-Supervised Knowledge Distillation via Student-Aware Quantized Teacher Features," AISTATS, 2026

Minjoo Choi, Jaekyeong Lee, Stein Ove Erikstad, Mingyu Kim, "LLM-as-UI: A preliminary exploration of fine-tuned language models as intelligent interfaces in modular ship design," Ocean Engineering, Vol. 356, pp. 125344, 2026

Jisoo Kang, Changhun Han, Suji Kim, Ha-Myung Park, "Efficient Time-Restricted k NN Search in High-Dimensional Data Using Multi-Level Block Indexing, with Extensions to Multi-Attribute Filtering," ACM Transactions on Knowledge Discovery from Data, Vol. 20, No. 3, pp. 1-30, 2026

B. Kim, S. Um, and J. C. Ye, "Diverse Text-to-Image Generation via Contrastive Noise Optimization," ICLR, 2026

M. Kim, Y.-H. Kim, and M. Park, "Safety-Guided Flow (SGF): A Unified Framework for Negative Guidance in Safe Generation," ICLR (Oral), 2026

J. Nam, J. Kim, E. Kwon, and S. Kang, "Efficient Down-sampling in Hybrid Neural Network using Adversarial Autoencoders," DATE, 2026

M. Kim, D. Lee, and J. Noh, "ComVi: Context-Aware Optimized Comment Display in Video Playback," ACM CHI, 2026

E. Yoon, T. Park, and J. Lee, "Training-Free Few-Shot Segmentation via Vision-Language Guided Prompting," WACV 2026

H. Kim, J. Yoon, and S. M. Yoon, "Dynamic window transformer for three-dimensional indoor scene segmentation," Neurocomputing, March 2026

J. Eom, M. Kang, M. Yoon, N. Dutt, J. Kim, and J. Lee, "PRCSL: Privacy-preserving Continual Split Learning for Decentralized Medical Diagnosis," Machine Learning with Applications, 2026

D. Seo, J. Jung, Y. Yoon, P.-X. Chen, Y. Joo, S.-S. Lim, and N. Dutt, "DPAS: A Prompt, Accurate and Safe I/O Completion Method for SSDs," USENIX FAST, 2026

S. Kim, G. Yoon, J. Song, and S. M. Yoon, "Scalable feed-forward and backward quantum image representation," Engineering Applications of Artificial Intelligence, February 2026

D. Seo, S. Um, S. Lee, J. C. Ye, and H. Chung, "Physics-Guided and Fabrication-Aware Inverse Design of Photonic Devices Using Diffusion Models," ACS Photonics, 2026

M. Torquato, D. Lim, T. A. Nguyen, J. Li, E. Choi, D. Min, R. M. Cadena, B. Nogueira, E. Andrade, G. Callou, M. Di Mauro, F. A. Silva, and P. Maciel, "S-iNAS: A Performance-Centric SRN Modeling and Analysis of Time and Event Based Scaling Strategies in Ceph-Based Industrial Network-Attached Storage," Journal of Network and Systems Management, 2026

Min-Hyoung Kim, Ha-Myung Park, "COSMO: Contrastive Satellite Image Embedding Techniques Reflecting Expert Weather Bulletins," IEEE Access, Vol. 14, pp. 92385-92398, 2026

YoungJun Lee, Ha-Myung Park, "Efficient Reconstruction of Masked Image Embeddings for Region-Specific Satellite Image Retrieval," IEEE Access, 2026

Y. Lee, J. Im, J. Kim, and M. Yoon, "Mitigating Semantic Label Divergence in Federated Learning: Obfuscated Encoding and Alert Filtering for Security Monitoring," PLoS ONE, 2025

S. Choi and B. Zhang, "PepQueryMHC: Rapid and comprehensive tumor antigen prioritization from immunopeptidomics data," Genome Biology, 2025

C. Jang, D. Cho, S. Lee, H. Lee, and J. Lee, "Reliable Decision-Making via Calibration-Oriented Retrieval-Augmented Generation," NeurIPS, 2025

H. Lee, M. Choi, H. Kim, K. Cho, R. Ranganath, and J. Lee, "Test Time Scaling for Neural Processes," NeurIPS, 2025

M. Kim, D. Kim, A. Yusuf, S. Ermon, and M. Park, "Training-Free Safe Denoisers For Safe Use of Diffusion Models," NeurIPS, 2025

S. Lee, G. Nam, M. Choi, H. Lee, and J. Lee, "PANGEA: Projection-Based Augmentation with Non-Relevant General Data for Enhanced Domain Adaptation in LLMs," NeurIPS, 2025

Y. Jung, H. Lee, W. Chen, T. Mollenhoff, Y. Li, J. Lee, and M. E. Khan, "Compact Memory for Continual Logistic Regression," NeurIPS, 2025

S. Moon and E. Kwon, "DeltaTrack: Flow-Driven Multiple Object Tracking Accelerator with Variable LSB Approximation," IEEE TCAS-II, 2025

J. Kim, J. Shin, S. An, and J. Kim, "Exploring Diverse Sparse Network Structures via Dynamic Pruning with Weight Alignment," CIKM, 2025

S.-M. Lim, S. Kang, and S.-W. Jun, "Bancroft: Genomics Acceleration Beyond On-Device Memory," PACT, 2025

I. Fé, T. A. Nguyen, E. Choi, D. Min, J.-W. Lee, V. Barbosa, A. Soares, P. A. L. Rego, A. Mei, F. A. Silva, "Energy-Efficient Performance Optimization in Kubernetes Microservices Using Generalized Stochastic Petri Net," Journal of Network and Computer Applications, 2025

S. Song and J. Lee, "Leveraging Text-Driven Semantic Variation for Robust OOD Segmentation," IROS 2025

Taravat Darbouei, Sanghwan Lee, "Efficient UAV Coverage Algorithms for Areas Requiring Heterogeneous Sensors," 2025 16th International Conference on Information and Communication Technology Convergence (ICTC), pp. 352-357, 2025

M. Jung, S. Jeong, Y. Kim, and J. Lee, "EDAS: Effective Data Augmentation Strategies for test-time adaptation," ICT Express, 2025

K. J. Song, M. Kim, Y. J. Heo, ..., S. Choi, ..., and M.-S. Kim, "Assessing Long-Term Stored Tissues for Multi-Omics Data Quality and Proteogenomics Suitability," Journal of Proteome Research, 2025

Yang Yu, Sanghwan Lee, "Energy-Optimized Path Planning for UAVs to Minimize Fleet Size in Time-Sensitive Data Collection Tasks," IEEE Internet of Things Journal, Vol. 12, No. 17, pp. 35294-35306, 2025

J. Shin, J. Kim, and J. Kim, "Entropy-Guided Meta-Initialization regularization for few-shot text classification," Knowledge-Based Systems, 2025

M. Choe, G. Lee, C. Han, S. Kim, W. Hu, H. Hwang, G. Park, B. Kim, H. Lee, H.-M. Park, and K. Shin, "SkySearch: Satellite Video Search at Scale," KDD, 2025

H.-K. Bae, J. Kim, J. Lee, and S.-W. Kim, "DUET: Dually Guided Knowledge Distillation from Explicit Feedback," Information Fusion, 2025

J. W. Rocha, E. Gomes, V. Barbosa, A. Sabino, L. N. Lima, G. Callou, F. A. Silva, E. Choi, T. A. Nguyen, D. Min, J.-W. Lee, "Enhancing Data Harvesting Systems: Performance Quantification of Cloud-Edge-Sensor Networks Using Queueing Theory," ICT Express, 2025

G. Sun, S. Kang, J. He, S.-M. Lim, and S.-W. Jun, "Labidus: RISC-V Overlay with Streaming Asynchronous Custom Instructions," IEEE ASAP, 2025

S. An, J. Kim, K. Lee, J. Huh, C. Kwak, Y. Lee, M. Jin, and J. Kim, "Sparse Structure Exploration and Re-optimization for Vision Transformer," UAI, 2025

S. Um, B. Kim, and J. C. Ye, "Boost-and-Skip: A Simple Guidance-Free Diffusion for Minority Generation," ICML, 2025

S. Um and J. C. Ye, "Minority-Focused Text-to-Image Generation via Prompt Optimization," CVPR (Oral), 2025

J. Back, N. Ahn, and J. Kim, "Magnitude attention-based dynamic pruning," Expert Systems with Applications, 2025

M. Park, J. Song, and S. M. Yoon, "Visual object tracking using learnable target-aware token emphasis," Engineering Applications of Artificial Intelligence, June 2025

Y. Lee, G.-J. Yoon, J. Song, and S. M. Yoon, "Single-stage convolutional neural radiance fields," Pattern Analysis and Applications, February 2025

S. Kim, J. Baek, J. Kim, and J. Lee, "GUIDE-CoT: Goal-driven and User-Informed Dynamic Estimation for Pedestrian Trajectory using Chain-of-Thought," AAMAS 2025

M. Kim, J. Ko, and M. Park, "Bayesian Principles Improve Prompt Learning In Vision-Language Models," AISTATS, 2025

H.-K. Bae, H.-R. Jang, W.-Y. Shin, and S.-W. Kim, "Ranking Items by the Current-Preferences and Profits: A List-wise Learning-to-Rank Approach to Profit Maximization," ACM WWW, 2025

D. Lee, J. Choi, and J. Noh, "OptiSub: Optimizing Video Subtitle Presentation for Varied Display and Font Sizes via Speech Pause-Driven Chunking," ACM CHI, 2025

M. Kim, D. Lee, and J. Noh, "Generating Highlight Videos of a User-Specified Length using Most Replayed Data," ACM CHI, 2025

J. Kim, J. Lee, D. Han, and N. Kwak, "Layerwise-priority-based gradient adjustment for few-shot learning," Expert Systems with Applications, 2025

B. Park, H. Lee, and J. Lee, "Amortized Control of Continuous State Space Feynman-Kac Model for Irregular Time Series," ICLR, 2025

H. Lee, C. Jang, D. B. Lee, and J. Lee, "Dimension Agnostic Neural Processes," ICLR, 2025

H. Lee, S. Lee, and J. Lee, "Variational Bayesian Pseudo-Coreset," ICLR, 2025

S. Kim, G.-J. Yoon, J. Song, and S. M. Yoon, "Scale-invariant mask-guided vehicle keypoint detection from a monocular image," Journal of Visual Communication and Image Representation, March 2025

S. Sinha, S.-H. Yum, and S.-H. Park, "Exploratory Data Analysis for AI-Based Channel Selection for Stable Coastal Maritime Wireless Communications in Emergency Situations," ICAIIC, pp. 585-589, 2025

S.-C. Kim and Y. M. Jang, "Deep Learning-Based Lightweight LiDAR and Fisheye Camera Fusion for Pedestrian Detection," ICAIIC, 2025

Y.-W. Jun and S.-C. Kim, "Evaluating SAM-Based Labeling Approaches for Autonomous Driving," ICAIIC, 2025

J. Seo, S. Choi, and E. Paek, "NovoRank: Refinement for De Novo Peptide Sequencing Based on Spectral Clustering and Deep Learning," Journal of Proteome Research, 2025

C. Melo, G. D. Gonçalves, F. A. Silva, I. Fé, E. Moura, A. Soares, E. Choi, D. Min, J.-W. Lee, T. A. Nguyen, "Transactional Dynamics in Hyperledger Fabric: A Stochastic Modeling and Performance Evaluation of Permissioned Blockchains," ICT Express, 2025

S. Chang, R. Moon, D. Nam, ..., S. Choi, ..., and H. Park, "Hypoxia increases methylated histones to prevent histone clipping and heterochromatin redistribution during Raf-induced senescence," Nucleic Acids Research, 2025

G. H. Lee and J. Han, "An Edge-Based Intelligent IoT Control System: Achieving Energy Efficiency with Secure Real-Time Incident Detection," J. Netw. Syst. Manag., Vol. 33, 2025

H. Nam and E. Im, "Enhancing Browser Physics Simulations: WebAssembly and Multithreading Strategies," IEEE Access, Vol. 13, 2025

J. Shin, Y. Kim, and J. Lee, "A Plug-In Curriculum Scheduler for Improved Deformable Medical Image Registration," IEEE Access, 2025

K. Shim, S.-H. Park, B.-S. Kim, and B. An, "Exploiting Opportunistic Scheduling Schemes on Cooperative NOMA Networks Under Active Eavesdropper," IEEE Access, Vol. 13, pp. 111484-111507, 2025

S. An, J. Shin, and J. Kim, "Quantization-aware training with Dynamic and Static Pruning," IEEE Access, 2025

S.-C. Kim and Y. M. Jang, "A Semantic Segmentation Dataset and Real-Time Localization Model for Anti-Collision Alarm for Forklifts," IEEE Access, 2025

Y. Kim, "Leveraging Single Positive Class Label Supervision for Weakly Supervised Semantic Segmentation," IEEE Access, 2025

Sanghwan Lee, Jinsoo Moon, "Efficient Travel Time Estimation Between Geographical Locations Using Derived Nonlinear Spatial Features for Offline VRP Optimization," IEEE Access, Vol. 13, pp. 201363-201376, 2025

S.-M. Lim, E. Aliaj, and S.-W. Jun, "Durin: CPU-FPGA Heterogeneous Platform for Scalable Low-Dimensional Data Clustering," IEEE BigData, 2024

C. Jang, H. Lee, J. Kim, and J. Lee, "Model Fusion through Bayesian Optimization in Language Model Fine-Tuning," NeurIPS (Spotlight), 2024

J. Shin, Y. Kim, S. Hong, and J. Lee, "Learning Dual Hierarchical Representation for 3D Surface Reconstruction," ACCV, 2024

J. Lee and J. Lee, "Controllable 3D Object Generation with Single Image Prompt," ICPR 2024

J. Ha, E. Yoon, S. Kim, J. Kim, and J. Lee, "Leveraging Inductive Bias in ViT for Medical Image Diagnosis," BMVC 2024

K. J. Song, S. Choi, ..., and M.-S. Kim, "Proteogenomic analysis reveals non-small cell lung cancer subtypes predicting chromosome instability, and tumor microenvironment," Nature Communications, 2024

Y. Han, H. Seo, and M. Yoon, "Detecting Internet-of-Things Malware on Evidence Generation," IEEE Internet of Things Journal, Vol. 11, 2024

J.-S. Kim, M. Kim, G.-U. Kim, T.-H. Oh, and J.-H. Kim, "Factorized Multi-Resolution HashGrid for Efficient Neural Radiance Fields," IEEE RA-L / ICRA, 2024

S. Um and J. C. Ye, "Self-Guided Generation of Minority Samples Using Diffusion Models," ECCV, 2024

S. Kim, G.-J. Yoon, J. Song, and S. M. Yoon, "Simultaneous image patch attention and pruning for patch selective transformer," Image and Vision Computing, October 2024

S.-M. Lim, E. Aliaj, and S.-W. Jun, "Morbius: Platform-Adaptive Hardware Accelerator for Scalable Sequence Motif Discovery," IEEE e-Science, 2024

I. Fé, T. A. Nguyen, M. Di Mauro, F. Postiglione, A. Ramos, A. Soares, E. Choi, D. Min, J.-W. Lee, F. A. Silva, "Energy-Aware Dynamic Response and Efficient Consolidation Strategies for Disaster Survivability of Cloud Microservices Architecture," Computing, 2024

M. Kim, W. Jang, J. Hur, and M. Yoon, "Relative Frequency-Rank Encoding for Unsupervised Network Anomaly Detection," IEEE/ACM Trans. on Networking, Vol. 32, 2024

M. Park, G.-J. Yoon, J. Song, and S. M. Yoon, "Unified spatio-temporal attention mixformer for visual object tracking," Engineering Applications of Artificial Intelligence, August 2024

M. Kim, J.-S. Kim, S.-Y. Yun, and J.-H. Kim, "Synergistic Integration of Coordinate Network and Tensorial Feature for Improving Neural Radiance Fields from Sparse Inputs," ICML, 2024

J. Shin, S. Han, and J. Kim, "Cooperative Meta-Learning with Gradient Augmentation," UAI, 2024

D. Seo, Y. Joo, and N. Dutt, "Improving Virtualized I/O Performance by Expanding the Polled I/O Path of Linux," ACM HotStorage, pp. 31-37, 2024

E. Kwon, M. Zhou, W. Xu, T. Losing, and S. Kang, "RL-PTQ: RL-based Mixed Precision Quantization for Hybrid Vision Transformers," DAC, 2024

G.-J. Yoon, G. Jung, J. Song, and S. M. Yoon, "View synthesis with multiplane images from computationally generated RGB-D light fields," Engineering Applications of Artificial Intelligence, June 2024

E. Kwon, J. Yoon, and S. Kang, "Mobile Transformer Accelerator Exploiting Various Line Sparsity and Tile-based Dynamic Quantization," IEEE TCAD, 2024

S. Moon, H. Park, J. Lee, and J. Kim, "Learning Temporal Cues by Predicting Objects Move for Multi-camera 3D Object Detection," ICRA 2024

C. Kim, C. Han, and H.-M. Park, "BTS: Load-Balanced Distributed Union-Find for Finding Connected Components with Balanced Tree Structures," IEEE ICDE, 2024

H.-K. Bae, H.-R. Jang, Y.-S. Moon, and S.-W. Kim, "Item-Ranking Promotion in Recommender Systems," ACM WWW (Short), 2024

H.-K. Bae, Y. Kim, H. Kim, and S.-W. Kim, "Negative Sampling in Next-POI Recommendations: Observation, Approach, and Evaluation," ACM WWW, 2024

J. Ahn, H.-K. Bae, and S.-W. Kim, "Is the Impression Log Beneficial to Evaluating News Recommender Systems? No, it is Not!," ACM WWW (Short), 2024

D. Lee, S. Kim, J. Noh, and B. Lee, "User Performance in Consecutive Temporal Pointing: An Exploratory Study," ACM CHI, 2024

H. Lee, G. Nam, E. Fong, and J. Lee, "Enhancing Transfer Learning with Flexible Nonparametric Posterior Sampling," ICLR, 2024

M. Choi, H. Lee, G. Nam, and J. Lee, "Sparse Weight Averaging with Multiple Particles for Iterative Magnitude Pruning," ICLR, 2024

S. Um, S. Lee, and J. C. Ye, "Don't Play Favorites: Minority Guidance for Diffusion Models," ICLR, 2024

S. Choi and E. Paek, "pXg: Comprehensive Identification of Noncanonical MHC-I-Associated Peptides From De Novo Peptide Sequencing Using RNA-Seq Reads," Molecular & Cellular Proteomics, 2024

C. Han, S. Kim, and H.-M. Park, "Efficient Proximity Search in Time-evolving High-dimensional Data using Multi-level Block Indexing," EDBT, 2024

S. Lee, K. Cho, E. Kwon, S. Park, S. Kim, and S. Kang, "ViT-ToGo: Vision Transformer Accelerator with Grouped Token Pruning," DATE, 2024

S.-M. Lim and S.-W. Jun, "FlexForge: Efficient Reconfigurable Cloud Acceleration via Peripheral Resource Disaggregation," DATE, 2024

J. Han, G. H. Lee, J. Lee, and J. K. Choi, "IEC-TPC: An Imputation Error Cluster-Based Approach for Energy Optimization in IoT Data Transmission Period Control," IEEE Internet Things J., Vol. 11, 2024

I. Abdulhakin, and H.-M. Park, "Latent Representation Generation for Efficient Content-Based Image Retrieval in Weather Satellite Images Using Self-Supervised Segmentation", BigComp, 2024

H. Park, and H.-M. Park, "Enhancing Heterophilic Graph Neural Network Performance through Label Propagation in K-Nearest Neighbor Graphs", BigComp, 2024

H. Park, G. H. Lee, J. Han, and J. K. Choi, "Multiclass autoencoder-based active learning for sensor-based human activity recognition," Future Gener. Comput. Syst., Vol. 151, 2024

Y. Li and S.-C. Kim, "A Study on Flight Route Optimization of UAV Air Base Station," ICOIN, 2024

Jinsoo Moon, Sanghwan Lee, "Analysis of Deep Neural Network based Road Distance Estimation," 2024 International Conference on Information Networking (ICOIN), pp. 637-640, 2024

I. An, G. An, T. Kim, and S.-E. Yoon, "Microphone Pair Training for Robust Sound Source Localization With Diverse Array Configurations," IEEE RA-L, 2024

K. Hwang, G.-J. Yoon, J. Song, and S. M. Yoon, "Fusing bi-directional global-local features for single image super-resolution," Engineering Applications of Artificial Intelligence, January 2024

E. Choi, T. Kim, S. J. Hong, T. Kim, M. Kang, Y.-M. Shon, E. Park, "Transcutaneous Auricular Vagus Nerve Stimulation Can Alter Autonomic Function and Induce an Antiepileptic Effect in Pentylenetetrazol-Induced Seizures in Rats," IEEE Access, 2024

G. Araújo, V. Barbosa, L. N. Lima, A. Sabino, C. Brito, I. Fé, P. A. L. Rego, E. Choi, D. Min, T. A. Nguyen, F. A. Silva, "Energy Consumption in Microservices Architectures: A Systematic Literature Review," IEEE Access, 2024

G. H. Lee, J. Han, and S. Lee, "Economic and Operational Benefits of Centralized Energy Storage Systems for Effective Power-Sharing in Multi-Tenant Buildings," IEEE Access, Vol. 12, 2024

L. Santos, C. Brito, I. Fé, J. Carvalho, M. F. Torquato, E. Choi, D. Min, J.-W. Lee, T. A. Nguyen, F. A. Silva, "Event-Based Moving Target Defense in Cloud Computing With VM Migration: A Performance Modeling Approach," IEEE Access, 2024

Y. Kim, S. Kim, Y. Ro, and J. Lee, "Instance-Dependent Multilabel Noise Generation for Multilabel Remote Sensing Image Classification," IEEE JSTARS, 2024

Yang Yu, Sanghwan Lee, "Multi-UAV Coverage Path Assignment Algorithm Considering Flight Time and Energy Consumption," IEEE Access, Vol. 12, pp. 26150-26162, 2024

Sanghwan Lee, Jinsoo Moon, "Feasibility Analysis of Applying Deep Neural Network on Driving Distance Estimation," IEEE Access, Vol. 12, pp. 81075-81087, 2024

Issaree Srisomboon, Sanghwan Lee, "Positioning and Navigation Approaches Using Packet Loss-Based Multilateration for UAVs in GPS-Denied Environments," IEEE Access, Vol. 12, pp. 13355-13369, 2024

B. Kim, H. Lee, and J. Lee, "Function Space Bayesian Pseudocoreset for Bayesian Neural Networks," NeurIPS, 2023

G. An, J.-H. Seon, I. An, Y. Huo, and S.-E. Yoon, "Topological RANSAC for Instance Verification and Retrieval without Fine-tuning," NeurIPS, 2023

G. H. Lee, H. Park, J. W. Jang, J. Han, and J. K. Choi, "PPO-Based Autonomous Transmission Period Control System in IoT Edge Computing," IEEE Internet Things J., Vol. 10, 2023

J. Kim, J. Yoo, Y. Song, K. Yoo, and N. Kwak, "Finding Efficient Pruned Network via Refined Gradients for Pruned Weights," ACM MM, 2023

M. Kim, J. Lee, L. Choi, and M. Choi, "PolarGAN: Creating Realistic Arctic Sea Ice Concentration Images with User-Defined Geometric Preferences," Engineering Applications of Artificial Intelligence, 2023

S. Sinha, A. Toppinen, A. Hwang, S.-H. Park, and E. T. Won, "State-of-the-art Underwater Communication Standard in ISO/IEC JTC1," ICTC, pp. 713-716, 2023

T. Kim, I. An, and S.-E. Yoon, "Inexpensive Indoor Acoustic Material Estimation for Realistic Sound Propagation," Computer Animation and Virtual Worlds, 2023

H. Seo and M. Yoon, "Generative Intrusion Detection and Prevention on Data Stream," USENIX Security, 2023

S. Kim and H.-M. Park, "Efficient Distributed Approximate k-Nearest Neighbor Graph Construction by Multiway Random Division Forest," KDD, 2023

Y. Joo, Y. Yoon, and J. H. Choi, "A Memory-Efficient Overwrite Detection Method for Ransomware-Proof SSDs," IEICE Trans. on Info. and Systems, Vol. 106, Issue 8, 2023

E. Yun, H. Lee, G. Nam, and J. Lee, "Traversing Between Modes in Function Space for Fast Ensembling," ICML, 2023

H. Kim, H. Lee, H. Yang, and J. Lee, "Regularizing Towards Soft Equivariance Under Mixed Symmetries," ICML, 2023

Y. Yu, S. Lee, "Efficient Multi-UAV Path Planning for Collaborative Area Search Operations," Applied Sciences, Vol. 13, No. 15, 8728, 2023

W. Jang, H. Kim, H. Seo, M. Kim, and M. Yoon, "SELID: Selective Event Labeling for Intrusion Detection Datasets," MDPI Sensors, Vol. 23, 2023

Y. Kim, J. M. Kim, J. Jeong, C. Schmid, Z. Akata, and J. Lee, "Bridging the Gap between Model Explanations in Partially Annotated Multi-label Classification," CVPR, 2023

J. Hur, H. Shon, Y. J. Kim, and M. Yoon, "Packet Chunking For File Detection," IEEE/ACM Trans. on Networking, 2023

H. Lee, E. Yun, G. Nam, E. Fong, and J. Lee, "Martingale Posterior Neural Processes," ICLR (Spotlight), 2023

J. Ahn, H.-K. Bae, and S.-W. Kim, "Is the Impression Log Beneficial to Effective Model Training in News Recommender Systems? No, It's NOT," ACM WWW (Short), 2023

Ali Gohar, Chunming Rong, Sanghwan Lee, "An Isolation-aware Online Virtual Network Embedding via Deep Reinforcement Learning," 2023 IEEE/ACM 23rd International Symposium on Cluster, Cloud and Internet Computing Workshops (CCGridW), pp. 89-95, 2023

E. Kwon, H. Song, J. Park, and S. Kang, "Mobile Accelerator Exploiting Sparsity of Multi-Heads, Lines, and Blocks in Transformers," DATE, 2023

H. Song, J. Yoon, D. Kim, E. Kwon, and S. Kang, "FPGA-Based Accelerator for Rank-Enhanced and Highly-Pruned Block-Circulant Neural Networks," DATE, 2023

H.-K. Bae, Y.-C. Lee, K. Han, and S.-W. Kim, "A Competition-Aware Approach to Accurate TV Show Recommendation," IEEE ICDE, 2023

S. Hong, H. Seo, and M. Yoon, "Data Auditing for Intelligent Network Security Monitoring," IEEE Communications Magazine, Vol. 61, 2023

M. Lamine and S.-C. Kim, "Introduction of Optimization Algorithm for Adaptive Gradient Descent for Machine Learning," ICAIIC, 2023

H.-K. Bae, J. Ahn, D. Lee, and S.-W. Kim, "LANCER: A Lifetime-Aware News Recommender System," AAAI, 2023

S. Um and C. Suh, "A Fair Generative Model Using LeCam Divergence," AAAI (Oral), 2023

D. Y. Hyeon, D. Nam, ..., S. Choi, ..., "Proteogenomic landscape of human pancreatic ductal adenocarcinoma in an Asian population," Nature Cancer, 2023

Y. Kim and S.-C. Kim, "Abnormal human behavior detection based on VAE-LSTM hybrid model," ICOIN, 2023

Y. Li and S.-C. Kim, "Vehicle Platooning Algorithm for Improving Following Control," ICOIN, 2023

Issaree Srisomboon, Sanghwan Lee, "UAVs Reformation Approach Based on Packet Loss in GPS-Denied Environments," 2023 International Conference on Information Networking (ICOIN), pp. 606-609, 2023

Yang Yu, Sanghwan Lee, "A Collaborative UAV Routing Algorithm for Time Sensitive Surveillance Tasks," 2023 International Conference on Information Networking (ICOIN), pp. 457-460, 2023

J. Jang, K. Yoo, S. Kim, C. Kong, J. Kim, and N. Kwak, "Self-Distilled Self-Supervised Representation Learning," WACV, 2023

J. Kim, "Quantization Robust Pruning With Knowledge Distillation," IEEE Access, 2023

D. Lee, J. E. Yoo, K. Cho, B. Kim, G. Im, and J. Noh, "PopStage: The Generation of Stage Cross-Editing Video Based on Spatio-Temporal Matching," ACM Trans. on Graphics (SIGGRAPH Asia), 2022

A. Kim, S. Lee, E. Kwon, and S. Kang, "Adaptive FSP: Adaptive Architecture Search with Filter Shape Pruning," ACCV, 2022

Y. Lee, T. Choi, H. Go, H. Lee, S. Cho, and J. Kim, "Exp-GAN: 3D-Aware Facial Image Generation with Expression Control," ACCV (Oral), 2022

J. Han, G. H. Lee, J. Lee, T. Y. Kim, and J. K. Choi, "A Novel Deep-Learning-Based Robust Data Transmission Period Control Framework in IoT Edge Computing System," IEEE Internet Things J., Vol. 9, 2022

C. Kim, C. Han, and H.-M. Park, "UniCon: A Unified Star-Operation to Efficiently Find Connected Components on a Cluster of Commodity Hardware," PLOS ONE, 2022

S. Shahhosseini, D. Seo, A. Kanduri, T. Hu, S.S. Lim, B. Donyanavard, A. M. Rahmani, and N. Dutt, "Online learning for orchestration of inference in multi-user end-edge-cloud networks," ACM Trans. on Embedded Computing Systems, Vol. 21, No. 6, 2022

E. Ko, K. M. D. Raj, S. Y. Shin, H. Choe, and S.-H. Park, "Underwater Internet of Things: Standardization Strategy," ICTC, pp. 1852-1854, 2022

Yang Yu, Sanghwan Lee, "Measurements of the Benefits of Edge Computing on Autonomous Driving," 2022 13th International Conference on Information and Communication Technology Convergence (ICTC), pp. 2155-2159, 2022

G. Jung and S. M. Yoon, "Monocular depth estimation with multi-view attention autoencoder," Multimedia Tools and Applications, April 2022

S. Baek, G.-J. Yoon, J. Song, and S. M. Yoon, "Self-supervised deep geometric subspace clustering network," Information Sciences, September 2022

J. Han, G. H. Lee, S. Park, and J. K. Choi, "Joint Subcarrier and Transmission Power Allocation in OFDMA-Based WPT System for Mobile-Edge Computing in IoT Environment," IEEE Internet Things J., Vol. 9, 2022

H. Mun, G.-J. Yoon, J. Song, and S. M. Yoon, "Texture Preserving Photo Style Transfer Network," IEEE Transactions on Multimedia, August 2022

G. Nam, H. Lee, B. Heo, and J. Lee, "Improving ensemble distillation with weight averaging and diversifying perturbation," ICML, 2022

J. Kim, J.-T. Lee, S. Chang, and N. Kwak, "Variational On-the-Fly Personalization," ICML, 2022

Y. Kim, J. M. Kim, Z. Akata, and J. Lee, "Large Loss Matters in Weakly Supervised Multi-Label Classification," CVPR, 2022

I. An, Y. Kwon, and S.-E. Yoon, "Diffraction- and Reflection-Aware Multiple Sound Source Localization," IEEE Trans. on Robotics, 2022

K. Yoo, J. Kim, J. Jang, and N. Kwak, "Detection of Word Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation," Findings of ACL, 2022

H. Lee, E. Yun, H. Yang, and J. Lee, "Scale Mixture of Neural Network Gaussian Processes," ICLR, 2022

M. Kim, K. R. Go, and S.-Y. Yun, "Neural Processes with Stochastic Attention: Paying more attention to the context dataset," ICLR, 2022

S.-M. Lim and S.-W. Jun, "Mobilenets can be lossily compressed: Neural network compression for embedded accelerators," Electronics, 2022

S.-J. Park, D.-K. Chae, H.-K. Bae, S. Park, and S.-W. Kim, "Reinforcement Learning over Sentiment-Augmented Knowledge Graphs towards Accurate and Explainable Recommendation," ACM WSDM, 2022

S.-C. Kim and Y.-H. Kim, "Efficient classification of human activity using PCA and deep learning with WiFi CSI," ICAIIC, 2022

Yang Yu, Sanghwan Lee, "Measurement-Based Evaluation of Video Streaming Method for Remote Driving Systems," 2022 International Conference on Information Networking (ICOIN), pp. 136-139, 2022

Issaree Srisomboon, Sanghwan Lee, "A Round-Robin Position Change Algorithm in Vehicle Platooning," 2022 International Conference on Information Networking (ICOIN), pp. 340-344, 2022

J. Han, G. H. Lee, S. Park, J. Lee, and J. K. Choi, "A Multivariate-Time-Series-Prediction-Based Adaptive Data Transmission Period Control Algorithm for IoT Networks," IEEE Internet Things J., Vol. 9, 2022

Y. Yu, S. Lee, "Remote Driving Control with Real-Time Video Streaming over Wireless Networks: Design and Evaluation," IEEE Access, Vol. 10, pp. 64920-64932, 2022

D. R. K. Mary, E. Ko, S.-G. Kim, S.-H. Yum, S. Y. Shin, and S.-H. Park, "A Systematic Review on Recent Trends, Challenges, Privacy and Security Issues of Underwater Internet of Things," Sensors, Vol. 21, 2021

Y. Ko, J.-S. Yu, H.-K. Bae, Y. Park, D. Lee, and S.-W. Kim, "MASCOT: A Quantization Framework for Efficient Matrix Factorization in Recommender Systems," IEEE ICDM, 2021

G. H. Lee, J. Han, and J. K. Choi, "MPdist-based missing data imputation for supporting big data analyses in IoT-based applications," Future Gener. Comput. Syst., Vol. 125, 2021

H.-K. Bae, H.-O. Kim, W.-Y. Shin, and S.-W. Kim, "How to Get Consensus with Neighbors?: Rating Standardization for Accurate Collaborative Filtering," Knowledge-Based Systems, 2021

J.G. Park, N. Dutt, and S.S. Lim, "An interpretable machine learning model enhanced integrated CPU-GPU DVFS governor," ACM Trans. on Embedded Computing Systems, Vol. 20, No. 6, 2021

D. R. K. Mary, E. Ko, S.-Y. Shin, S.-G. Kim, and S.-H. Park, "Underwater Internet of Things: Network and Device Management for Mobile Underwater Acoustic Sensor Networks," WUWNet, 2021

E. Ko, D. R. K. Mary, S. Y. Shin, S.-G. Kim, and S.-H. Park, "International Standardization for Maritime, Underwater Internet of Things and Digital Twin Applications," WUWNet, 2021

B. Maity, S. Yi, D. Seo, L. Cheng, S.S. Lim, J.C. Kim, B. Donyanavard, and N. Dutt, "Chauffeur: Benchmark suite for design and end-to-end analysis of self-driving vehicles on embedded systems," ACM Trans. on Embedded Computing Systems, Vol. 20, No. 5s, 2021

J. Lee, H. Go, H. Lee, S. Cho, M. Sung, and J. Kim, "CTRL-C: Camera calibration TRansformer with Line-Classification," ICCV, 2021

E. Kwon, S. Han, Y. Park, J. Yoon, and S. Kang, "Reinforcement Learning-based Power Management Policy for Mobile Device Systems," IEEE TCAS-I, 2021

J. Jung, W. Jin, H.-M. Park, and U Kang, "Accurate Relational Reasoning in Edge-labeled Graphs by Multi-Labeled Random Walk with Restart," World Wide Web Journal, 2021

J. Hur, H. Jeon, H. Shon, Y. J. Kim, and M. Yoon, "Finding Critical Files from a Packet," IEEE INFOCOM, 2021

J. E. Yoo, K. Seo, S. Park, J. Kim, D. Lee, and J. Noh, "Virtual Camera Layout Generation using a Reference Video," ACM CHI, 2021

Y. Kang, E. Kwon, S. Lee, Y. Byun, Y. Lee, and S. Kang, "Approach to Improve the Performance using Bit-level Sparsity in Neural Networks," DATE, 2021

K. Hwang and S.-C. Kim, "A Study of CNN-Based Human Behavior Recognition with Channel State Information," ICOIN, 2021

Issaree Srisomboon, Sanghwan Lee, "A Sequence Change Algorithm in Vehicle Platooning for Longer Driving Range," 2021 International Conference on Information Networking (ICOIN), pp. 24-27, 2021

Yang Yu, Sanghwan Lee, "A Measurement Based Feasibility Study on Remote Driving System," 2021 International Conference on Information Networking (ICOIN), pp. 17-19, 2021

Syed Qamar Zulqarnain, Sanghwan Lee, "An Efficient Driver Selection Algorithm for Controlling Multiple Vehicles in Remote Driving," 2021 International Conference on Information Networking (ICOIN), pp. 20-23, 2021

D. Kim, J. Hur, and M. Yoon, "Scalable and Multifaceted Search and its Application for Binary Malware Files," IEEE Access, Vol. 9, 2021

J. Kim, K. Yoo, and N. Kwak, "Position-based Scaled Gradient for Model Quantization and Sparse Training," NeurIPS, 2020

I. An, B. Jo, Y. Kwon, J.-W. Choi, and S.-E. Yoon, "Robust Sound Source Localization considering Similarity of Back-Propagation Signals," IEEE ICRA, 2020

J. Lee, M. Sung, H. Lee, and J. Kim, "Neural Geometric Parser for Single Image Camera Calibration," ECCV, 2020

Ali Raza, Sanghwan Lee, "A priority based greedy path assignment mechanism in OpenFlow based datacenter networks," Journal of Network and Computer Applications, Vol. 163, pp. 102653, 2020

I. Chung, S. Park, J. Kim, and N. Kwak, "Feature-map-level Online Adversarial Knowledge Distillation," ICML, 2020

S. Oh, J. Yeom, ..., S. Choi, ..., "Integrated pharmaco-proteogenomics defines two subgroups in isocitrate dehydrogenase wild-type glioblastoma," Nature Communications, 2020

S. Choi and E. Paek, "MutCombinator: identification of mutated peptides allowing combinatorial mutations using nucleotide-based graph search," Bioinformatics, 2020

Y. Joo, D. Seo, D. Shin, and S.-S. Lim, "Enlarging I/O Size for Faster Loading of Mobile Applications," IEEE Embedded Systems Letters, Vol. 12, Issue 2, 2020

J. Jung, H.-M. Park, and U Kang, "BalanSiNG: Fast and Scalable Generation of Realistic Signed Networks," EDBT, 2020

H.-M. Park, N. Park, S.-H. Myaeng, and U Kang, "PACC: Large Scale Connected Component Computation on Hadoop and Spark," PLOS ONE, 2020

Ali Gohar, Sanghwan Lee, "A cost efficient multi remote driver selection for remote operated vehicles," Computer Networks, Vol. 168, pp. 107029, 2020

S. Choi, S. Ju, J. Lee, S. Na, C. Lee, and E. Paek, "Proteogenomic approach to UTR peptide identification," Journal of Proteome Research, 2020