관련 연구실
등급은 학회·저널 분류이며 연구실 순위가 아닙니다.
- KAIST머신러닝
윤철희OptiML Lab
관련 논문 19편비중 43%연구 분야에 명시- 2026Implicit Bias of Per-sample Adam on Separable Data: Departure from the Full-batch Regime ICLR
- 2026Looking Through the Mirror: Minimax-Optimal Regularized Regrets in Online Learning and Bandits NeurIPS
- 2026Minor First, Major Last: A Depth-Induced Implicit Bias of Sharpness-Aware Minimization ICLR
- KAIST머신러닝
박진규System Intelligence Lab
관련 논문 17편비중 33%연구 분야에 명시- 2026Towards Real-World Routing with Neural Combinatorial Optimization ICLR
- 2026Traffic Network Layout Optimization with Guided Discrete Diffusion Models WSDM
- 2025PARCO: Parallel AutoRegressive Models for Multi-Agent Combinatorial Optimization NeurIPS
- KAIST컴퓨터 비전
김현우MLV Lab
관련 논문 12편비중 17%- 2026AgentGrad: Intervention-guided Prompt Optimization for Multi Agent Systems NeurIPS
- 2026Context Blindness in DPO: Mitigating Object Hallucination in MLLMs via Context-Calibrated Preference Optimization ECCV
- 2026MoE-GRPO: Optimizing Mixture-of-Experts via Reinforcement Learning in Vision-Language Models CVPR
- KUAI for Science
감태의Medical AI Lab
관련 논문 11편비중 15%- 2026Tumor-Aware Direct Preference Optimization for Longitudinal Post-Operative MRI Generation MICCAI
- 2026Core-Halo ILT: A Modular Open-Source Framework for Full-Chip Mask Optimization ISOCC
- 2025Offline Model-based Optimization for Real-World Molecular Discovery ICML
- SNU머신러닝
오민환
관련 논문 9편비중 15%- 2026Block Optimism for Nonstationary Bandits with Latent Linear Dynamics NeurIPS
- 2026Convergence of Muon with Newton-Schulz ICLR
- 2026Linear Contextual Bandits with Quasi-Optimism NeurIPS
- YonseiAI 시스템
차호정MOBED
관련 논문 7편비중 32%연구 분야에 명시- 2026viNPU: Optimizing Vision Transformer Inference on Mobile NPUs EuroSys
- 2025ARIA: Optimizing Vision Foundation Model Inference on Heterogeneous Mobile Processors for Augmented Reality MobiSys
- 2025EOS: Energy-Optimized Super-Resolution on Mobile Devices for Live 360-Degree Videos MobiCom
- YonseiAI 시스템
박성훈MAIS Lab
관련 논문 5편비중 42%연구 분야에 명시- 2026viNPU: Optimizing Vision Transformer Inference on Mobile NPUs EuroSys
- 2026VFM in Your Hands: Optimizing Real-Time Scene Understanding for Mobile Augmented Reality GetMobile: Mobile Computing and Communications
- 2025ARIA: Optimizing Vision Foundation Model Inference on Heterogeneous Mobile Processors for Augmented Reality MobiSys
- KAIST머신러닝
윤세영OSI Lab
관련 논문 11편비중 8%- 2026Group-Normalized Implicit Value Optimization for Language Models ICLR
- 2026Looking Through the Mirror: Minimax-Optimal Regularized Regrets in Online Learning and Bandits NeurIPS
- 2026GL-LowPopArt: A Nearly Instance-Wise Minimax-Optimal Estimator for Generalized Low-Rank Trace Regression AISTATS
- POSTECH머신러닝
김동우, 옥정슬, 박상돈, 박은혁ML Lab
관련 논문 10편비중 8%- 2026POS-ISP: Pipeline Optimization at the Sequence Level for Task-aware ISP CVPR Findings
- 2026SAUL: Sharpness-Aware Augmented-Lagrangian Unlearning EMNLP Findings
- 2025Enhancing Ligand Validity and Affinity in Structure-Based Drug Design with Multi-Reward Optimization ICML
- KU머신러닝
이병준Decision Making Lab
관련 논문 5편비중 15%연구 분야에 명시- 2026AETDICE: Unified Framework and Offline Optimization for Nonlinear Multi-Objective RL NeurIPS
- 2026Scalable Through Silicon Via Design Optimization Using Diffusion Model ICPRAI
- 2025VPO: Leveraging the Number of Votes in Preference Optimization Computational Linguistics
- KU로보틱스
최성준Robot Intelligence Lab
관련 논문 6편비중 18%- 2026CLIP-Actor-X: Text-Driven 4D Human Avatar Generation via Cross-Modal Synthesis-Through-Optimization TPAMI
- 2026Learning Unions of Convex Sets via Invertible Latent Decomposition for Path Planning CoRL
- 2026LEGO: Latent-Space Exploration for Geometry-Aware Optimization of Humanoid Kinematic Design ICRA
- POSTECH머신러닝
이남훈Computational Optimization Lab
관련 논문 6편비중 23%연구 분야에 명시- 2025Convergence and Implicit Bias of Gradient Descent on Continual Linear Classification ICLR
- 2025SASSHA: Sharpness-aware Adaptive Second-order Optimization with Stable Hessian Approximation ICML
- 2025Critical Influence of Overparameterization on Sharpness-aware Minimization UAI
- SNU머신러닝
양인순LDS Lab
관련 논문 6편비중 21%연구 분야에 명시- 2026Sharpness-aware minimization can hallucinate minimizers ICML
- 2023Convergence analysis of ODE models for accelerated first-order methods via positive semidefinite kernels NeurIPS
- 2023Distributionally robust optimization with unscented transform for learning-based motion control in dynamic environments ICRA
- Yonsei머신러닝
한동준Edge AI Lab
관련 논문 6편비중 14%- 2026Decentralized Domain Generalization with Style Sharing: A Formal Modeling and Convergence Analysis IEEE INFOCOM
- 2026MaPPO: Maximum a Posteriori Preference Optimization with Prior Knowledge NeurIPS
- 2025Asynchronous Federated Reinforcement Learning with Policy Gradient Updates: Algorithm Design and Convergence Analysis ICLR
- POSTECH머신러닝
전광성Interactive Machine Learning Lab
관련 논문 3편비중 14%연구 분야에 명시- 2026Coverage Improvement and Fast Convergence of On-policy Preference Learning ICML
- 2026GL-LowPopArt: A Nearly Instance-Wise Minimax Estimator for (Adaptive) Generalized Linear Low-Rank Trace Regression AISTATS
- 2024Noise-Adaptive Confidence Sets for Linear Bandits and Application to Bayesian Optimization ICML
- YonseiAI 시스템
박광현BDAI
관련 논문 4편비중 44%- 2026DFLOP: A Data-driven Framework for Multimodal LLM Training Pipeline Optimization SIGMOD
- 2026Exqutor: Extended Query Optimizer for Vector-augmented Analytical Queries ICDE
- 2025Spatial Transport Optimization by Repositioning Attention Map for Training-Free Text-to-Image Synthesis CVPR
- Yonsei머신러닝
송경우MLAI Lab
관련 논문 5편비중 6%- 2026Semi-Supervised Preference Optimization with Limited Feedback ICLR
- 2026Data Adaptive Stochastic Ensemble Net: Optimizing Infection Predictions for COVID-19 Cluster Analysis IEEE JBHI
- 2026CURVE: Dynamic Cost-Accuracy Control for LLM Reasoning via Online Constrained Optimization ICML
- Yonsei데이터 마이닝
박상현DELAB
관련 논문 3편비중 6%연구 분야에 명시- 2026PRO-HNSW: Proactive Repair and Optimization for High-Performance Dynamic HNSW Indexes ICDE
- 2023ReBADD-SE: Multi-objective Molecular Optimisation using SELFIES Fragment and Off-Policy Self-critical Sequence Training Computers in Biology and Medicine
- 2023SELF-EdiT: Structure-constrained Molecular Optimisation using SELFIES Editing Transformer Applied Intelligence
- KAIST컴퓨터 비전
오태현AMI Lab
관련 논문 5편비중 5%- 2026A Language-Guided Bayesian Optimization for Efficient LoRA Hyperparameter Search ICML
- 2026CLIP-Actor-X: Text-driven 4D Human Avatar Generation via Cross-modal Synthesis-through-Optimization TPAMI
- 2025A Large-Scale 3D Face Mesh Video Dataset via Neural Re-parameterized Optimization ICLR
- KAIST머신러닝
김기응AIPR Lab
관련 논문 4편비중 15%- 2026Group-Normalized Implicit Value Optimization for Language Models ICLR
- 2026ACPO: Agent-Chained Policy Optimization for Multi-Agent Reinforcement Learning RLC
- 2025DPAIL: Training Diffusion Policy for Adversarial Imitation Learning without Policy Optimization NeurIPS
- Yonsei머신러닝
권도현PDE & AI Lab
관련 논문 3편비중 20%연구 분야에 명시- 2024On Penalty Methods for Nonconvex Bilevel Optimization and First-Order Stochastic Approximation ICLR
- 2024On the Complexity of First-Order Methods in Stochastic Bilevel Optimization ICML
- 2023A Fully First-Order Method for Stochastic Bilevel Optimization ICML
- SNUAI 시스템
성효진CODE Lab
관련 논문 2편비중 15%연구 분야에 명시- 2026FORTE: Online DataFrame Query Optimizer CGO
- 2023Multi-Objective Architecture Search and Optimization for Heterogeneous Neuromorphic Architecture ICCAD
- KU머신러닝
박세준Efficient Inference and Learning Lab
관련 논문 2편비중 15%연구 분야에 명시- 2026Uniform Stability and Generalization Error of GD and SGD on Fixed-Point Parameters NeurIPS
- 2023Neural Networks Efficiently Learn Low-Dimensional Representations with SGD ICLR
- KAIST머신러닝
황성주MLAI Lab
관련 논문 4편비중 4%- 2026Agent Explorative Policy Optimization for Multimodal Agentic Reasoning NeurIPS
- 2026Multimodal Prompt Optimization: Why Not Leverage Multiple Modalities for MLLMs ICLR
- 2025Cost-Sensitive Freeze-thaw Bayesian Optimization for Efficient Hyperparameter Tuning NeurIPS
- KAISTAI for Science
예종철BISPL
관련 논문 4편비중 3%- 2026Diverse Text-to-Image Generation via Contrastive Noise Optimization ICLR
- 2026PCPO: Proportionate Credit Policy Optimization for Preference Alignment of Image Generation Models ICLR
- 2025Minority-Focused Text-to-Image Generation via Prompt Optimization CVPR
- SNU자연어처리·LLM
황승원LDI Lab
관련 논문 2편비중 3%연구 분야에 명시- 2025PROM: Pivoted and Regulated Optimization for Multilingual Instruction Learning NAACL
- 2025Tree-of-Prompts: Abstracting Control-Flow for Prompt Optimization ACL Findings
- POSTECH머신러닝
이재호EffL Lab
관련 논문 2편비중 5%연구 분야에 명시- 2026KV-COBRA: KV Cache Compression via Co-Optimized Bit-Rank Allocation NeurIPS
- 2023On the Effectiveness of Sharpness-aware Minimization with Large Mini-batches ICML
- SNU머신러닝
이정우CML Lab
관련 논문 5편비중 10%- 2026Function-Level Execution Feedback for Code Preference Optimization EMNLP
- 2026Binary integer programming for optimizing ebit cost in distributed quantum circuits with fixed module allocation Quantum Information Processing
- 2023Pitfall of Optimism: Distributional Reinforcement Learning by Randomizing Risk Criterion NeurIPS
- KAIST자연어처리·LLM
임경태MLP Lab
관련 논문 4편비중 11%- 2026MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation EMNLP
- 2026ELO: Efficient Layer-Specific Optimization for Continual Pretraining of Multilingual LLMs EACL
- 2024Optimizing Language Augmentation for Multilingual Large Language Models: A Case Study on Korean LREC-COLING
- KAIST머신러닝
이기민
관련 논문 4편비중 9%- 2026Alignment Tampering: How Reinforcement Learning from Human Feedback Is Exploited to Optimize Misaligned Biases ICML
- 2026MAPO: Mixture of Experts with Alternating Policy Optimization for Universal Humanoid Motion Tracking CoRL
- 2024Confidence-aware Reward Optimization for Fine-tuning Text-to-Image Models ICLR
- KAIST머신러닝
안성수SPML Lab
관련 논문 5편비중 10%- 2025MT-Mol: Multi Agent System with Tool-based Reasoning for Molecular Optimization EMNLP
- 2025RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark KDD
- 2024Enhancing Sample Efficiency in Black-box Combinatorial Optimization via Symmetric Replay Training ICML
- POSTECH그래픽스
이승용, 조성현, 백승환CG Lab
관련 논문 3편비중 4%- 2026Statistical Gradient Filtering for Geometry Optimization Under Limited Observations SIGGRAPH
- 2026Camera Splatting for Continuous View Optimization Pacific Graphics
- 2026POS-ISP: Pipeline Optimization at the Sequence Level for Task-aware ISP CVPR Findings
- KAIST데이터 마이닝
박찬영DSAIL
관련 논문 3편비중 3%- 2026AutoSaddler: Automatic Harness Optimization with Durable Updates from Agent Execution Traces NeurIPS
- 2026PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent Optimization NeurIPS
- 2026Bridging Prediction and Planning: From Synthesis Temperature Distributions to Optimization-Guided Experiments NeurIPS
- KUAI for Science
서현석IMPEL Lab
관련 논문 3편비중 13%- 2026Physics-informed optimization of saturation-transfer MRI protocols using non-differentiable Bloch models Physics in Medicine and Biology
- 2026Taming Gradient Perturbations: Probabilistic Reparameterization for Robust Physics-Informed MRI Protocol Optimization ICML
- 2025Optimization of acquisition schedules and correction of B0 and B1 field inhomogeneities in saturation transfer MR fingerprinting (ST-MRF) ISMRM
- KAISTAI 시스템
한동수INA Lab
관련 논문 1편비중 4%연구 분야에 명시- 2026Trinity: Three-Dimensional Tensor Program Optimization via Tile-level Equality Saturation ASPLOS
- POSTECH머신러닝2026 업데이트 중
안희갑Algorithms Lab
관련 논문 5편비중 21%- 2025Minimum Convex Hull and Maximum Overlap of Two Convex Polytopes SODA
- 2025Largest Unit Rectangles Inscribed in a Convex Polygon Computational Geometry
- 2023Covering Convex Polygons by Two Congruent Disks Computational Geometry
- KU머신러닝
김성웅, 임성빈AGI Lab
관련 논문 3편비중 9%- 2026OSPO: Object-Centric Self-Improving Preference Optimization for Text-to-Image Generation CVPR
- 2026SGPO: Self-Generated Preference Optimization based on Self-Improver ACM TIST
- 2025ConfPO: Exploiting Policy Model Confidence for Critical Token Selection in Preference Optimization ICML
- POSTECH자연어처리·LLM
이근배, 김형훈NLP Lab
관련 논문 5편비중 6%- 2025Retrieval-Augmented Fine-Tuning With Preference Optimization For Visual Program Generation ACL
- 2025Revisiting Early Detection of Sexual Predators via Turn-level Optimization NAACL
- 2024Multi-Dimensional Optimization for Text Summarization via Reinforcement Learning ACL
- KU인간-AI 상호작용
서승호HUI
관련 논문 4편비중 7%- 2026CoSS: Co-optimizing Sensor and Sampling rate for data-efficient human activity recognition Expert Systems with Applications
- 2025Spend More to Save More (SM2): An Energy and Hardware-Aware Implementation of Successive Halving for Sustainable Hyperparameter Optimization ARCS
- 2024TSAK: Two-Stage Semantic-Aware Knowledge Distillation for Efficient Wearable Modality and Model Optimization in Manufacturing Lines ICPR
- Yonsei자연어처리·LLM
이동하DLI Lab
관련 논문 3편비중 5%- 2026PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent Optimization NeurIPS
- 2026SAGEO Arena: A Realistic Environment for Evaluating Search-Augmented Generative Engine Optimization KDD
- 2025Rethinking Reward Model Evaluation Through the Lens of Reward Overoptimization ACL
- SNU컴퓨터 비전
전세영ICL
관련 논문 3편비중 4%- 2026Triadic Dynamics Aware Diffusion Posterior Sampling for Inverse Problems: Optimizing Guidance and Stochasticity Schedules ICML
- 2026Harmonization for a Black-box Model using Disentanglement-based Generator and Bayesian Optimization ISMRM
- 2025MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learning MICCAI
- KAIST머신러닝
신진우ALIN Lab
관련 논문 5편비중 4%- 2025Calibrated Multi-Preference Optimization for Aligning Diffusion Models CVPR
- 2024Confidence-aware Reward Optimization for Fine-tuning Text-to-Image Models ICLR
- 2024Direct Consistency Optimization for Robust Customization of Text-to-Image Diffusion models NeurIPS
- KU자연어처리·LLM
임희석NLP&AI Lab
관련 논문 3편비중 3%- 2026Generalizable Lifelong Model Editing via Preference Optimization EMNLP
- 2026Language Chain in Alignment: Cross-Lingual Ranking Preference Optimization EMNLP
- 2025Cross-Lingual Optimization for Language Transfer in Large Language Models ACL
- SNUAI for Science
이종호LIST
관련 논문 3편비중 10%- 2026Omni-QALAS: Optimized Multiparametric Imaging for Simultaneous T1 , T2 and Myelin Water Mapping IEEE Transactions on Biomedical Engineering
- 2025MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learning MICCAI
- 2025MIMOSA: Multi-parametric Imaging using Multiple-echoes with Optimized Simultaneous Acquisition for highly-efficient quantitative MRI Magnetic Resonance in Medicine
- SNU데이터 마이닝
강유Data Mining Lab
관련 논문 3편비중 5%- 2026Diffusion Models for Risk-Aware Portfolio Optimization WSDM
- 2026RiskBound: Risk-Aware Boundary-Guided Portfolio Optimization via Action Space Reshaping KDD
- 2024FreQuant: A Reinforcement-Learning based Adaptive Portfolio Optimization with Multi-frequency Decomposition KDD
- KAIST컴퓨터 비전
김준모SIIT Lab
관련 논문 3편비중 4%- 2026ConceptPrism: Concept Disentanglement in Personalized Diffusion Models via Residual Token Optimization CVPR
- 2026Direct Diversity Optimization for Diverse Successful Trajectories in Preference Post-Training EMNLP
- 2024Foreseeing Reconstruction Quality of Gradient Inversion: An Optimization Perspective AAAI
- SNU머신러닝
윤성로AI Lab
관련 논문 3편비중 3%- 2026NaturalFlow: Optimizing Speech Flow in Simultaneous Speech-to-Speech Translation INTERSPEECH
- 2026Negative-Guided Subject Fidelity Optimization for Zero-Shot Subject-Driven Generation ACCV
- 2024Unsupervised Homography Estimation on Multimodal Image Pair via Alternating Optimization NeurIPS
- Yonsei머신러닝
조성배SCLAB
관련 논문 4편비중 6%- 2025DT-GA-FLANN: Decision Tree based Genetically Optimized FLANN for Missing Value Imputation and Classification IEEE Access
- 2025Optimizing classifier performance using PCA-FLANN: a fast and reliable approach Iran Journal of Computer Science
- 2024Efficient Feature Selection Techniques for Accurate Cancer Analysis Using Krill Heard Optimization ESIC
- KAIST머신러닝
이주호SIML Lab
관련 논문 4편비중 5%- 2025Cost-sensitive freeze-thaw Bayesian optimization for efficient hyperparameter tuning NeurIPS
- 2025Over-parameterised shallow neural networks with asymmetrical node scaling: global convergence guarantees and feature learning TMLR
- 2024Model fusion through Bayesian optimization in language model fine-tuning NeurIPS
- Yonsei자연어처리·LLM
김재형ML3 Lab
관련 논문 3편비중 7%- 2026Align to Misalign: Automatic LLM Jailbreak with Meta-Optimized LLM Judges ICLR
- 2025Alternative Mixed Integer Linear Programming Optimization for Joint Job Scheduling and Data Allocation in Grid Computing Future Generation Computer Systems
- 2024Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning NeurIPS
- KAIST컴퓨터 비전
윤국진VI Lab
관련 논문 4편비중 4%- 2025Non-differentiable Reward Optimization for Diffusion-based Autonomous Motion Planning IROS
- 2025Selective Task Group Updates for Multi-Task Optimization ICLR
- 2024Quantifying Task Priority for Multi-Task Optimization CVPR
- Yonsei머신러닝
이종민DIL Lab
관련 논문 2편비중 13%- 2026AETDICE: Unified Framework and Offline Optimization for Nonlinear Multi-Objective RL NeurIPS
- 2026ACPO: Agent-Chained Policy Optimization for Multi-Agent Reinforcement Learning RLC
- KAISTAI for Science
김우연Intelligent Chemistry Lab
관련 논문 2편비중 6%- 2026Autonomous bioisosteric replacement for multi-property optimization in drug design Nature Communications
- 2026Riemannian denoising model for molecular structure optimization with chemical accuracy Nature Computational Science
- KU컴퓨터 비전
김동현UTL Lab
관련 논문 2편비중 4%- 2026Correlation-Weighted Multi-Reward Optimization for Compositional Generation ECCV
- 2026Self-Improving Diffusion Classifiers with Minority Preference Optimization ECCV
- KAIST컴퓨터 비전
심현정CVML Lab
관련 논문 2편비중 4%- 2026Real-Time Long Horizon Air Quality Forecasting via Group-Relative Policy Optimization CVPR
- 2026Rethinking Direct Preference Optimization in Diffusion Models AAAI
- Yonsei컴퓨터 비전
박은병V-Lab
관련 논문 3편비중 8%- 2025EditSplat: Multi-View Fusion and Attention-Guided Optimization for View-Consistent 3D Scene Editing with 3D Gaussian Splatting CVPR
- 2025Optimized Minimal 3D Gaussian Splatting NeurIPS
- 2024Sharp-NeRF: Grid-based Fast Deblurring Neural Radiance Field using Sharpness Prior WACV
- SNU로보틱스
김아영RPM Lab
관련 논문 3편비중 8%- 2025Ground-Optimized 4D Radar-Inertial Odometry via Continuous Velocity Integration using Gaussian Process ICRA
- 2025TIR-Diffusion: Diffusion-based Thermal Infrared Image Denoising via Latent and Wavelet Domain Optimization ICRA
- 2024Co-RaL: Complementary Radar-Leg Odometry with 4-DoF Optimization and Rolling Contact IROS
- SNUAI 시스템
유승주CMA Lab
연구 분야에 명시 - SNUAI 시스템
이재욱ARC Lab
연구 분야에 명시 - SNUAI 시스템
이진호AISys Lab
연구 분야에 명시 - KU머신러닝2026 업데이트 중
정원주Statistical Intelligence Lab
연구 분야에 명시 - YonseiAI for Science
김호진LESSON Lab
연구 분야에 명시 - KAIST데이터 마이닝
신기정Data Mining Lab
관련 논문 3편비중 3%- 2025RL4CO: An Extensive Reinforcement Learning for Combinatorial Optimization Benchmark KDD
- 2025On Training-Test (Mis)alignment in Unsupervised Combinatorial Optimization: Observation, Empirical Exploration, and Analysis PUT
- 2024Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More ICML
- Yonsei데이터 마이닝
이경호ICL
관련 논문 2편비중 8%- 2026RPO-RAG: Aligning Small LLMs with Relation-aware Preference Optimization for Knowledge Graph Question Answering WWW
- 2025Optimizing Training Data for Persona-grounded Dialogue via Synthetic Label Augmentation Expert Systems with Applications
- SNUAI 시스템
정형수DBX Lab
관련 논문 2편비중 22%- 2026FORTE: Online DataFrame Query Optimizer CGO
- 2024ISP Agent: A Generalized In-Storage-Processing Workload Offloading Framework by Providing Multiple Optimization Opportunities TACO
- SNUAI for Science
김선BHI Lab
관련 논문 3편비중 5%- 2025BounDr. E: Predicting Drug-likeness via Biomedical Knowledge Alignment and EM-like One-Class Boundary Optimization ICML
- 2024A community effort to optimize sequence-based deep learning models of gene regulation Nature Biotechnology
- 2024DiSCO: Diffusion Schrödinger Bridge for Molecular Conformer Optimization AAAI
- Yonsei데이터 마이닝
장백철ANDLab
관련 논문 2편비중 5%- 2026PROGRAM: Programmatic Retrieval Optimization with Generative Reasoning and Augmented Multi-queries ACL Findings
- 2025Classification of Fashion E-commerce Products using ResNet-BERT Multi-modal Deep Learning and Transfer Learning Optimization PLOS ONE
- Yonsei자연어처리·LLM
여진영Language & AGI Lab
관련 논문 2편비중 4%- 2026Towards Direct Evaluation of Harness Optimizers via Priority Ranking NeurIPS
- 2025Rethinking Reward Model Evaluation Through the Lens of Reward Overoptimization ACL
- SNU자연어처리·LLM
유영재PI Lab
관련 논문 2편비중 2%- 2026TIPO: Text to Image with Text Presampling for Prompt Optimization ICLR
- 2025KL Penalty Control via Perturbation for Direct Preference Optimization NeurIPS
- SNUAI for Science
이승근
관련 논문 2편비중 8%- 2026Predicting Human-Gain Curves under Local Proxy Optimization from Repeated Ratings NeurIPS
- 2024Incorporating functional annotation with bilevel continuous shrinkage for polygenic risk prediction BMC Bioinformatics
- KU머신러닝
정종헌TAIL
관련 논문 2편비중 9%- 2026Margin-aware Preference Optimization for Aligning Diffusion Models without Reference AAAI
- 2024Confidence-aware Reward Optimization for Fine-tuning Text-to-Image Models ICLR
- KAISTAI 시스템
김주영CAST Lab
관련 논문 3편비중 4%- 2025HLX: A Unified Pipelined Architecture for Optimized Performance of Hybrid Transformer-Mamba Language Models MICRO
- 2024LPU: A Latency-Optimized Highly Scalable Processor for Large Language Model Inference IEEE Micro
- 2023Agamotto: A Performance Optimization Framework for CNN Accelerator with Row Stationary Dataflow TCAS-I
- SNU컴퓨터 비전
이경무, 한보형CV Lab
관련 논문 2편비중 2%- 2026Optimizing Diffusion Samplers via Dynamic Preference ECCV
- 2024Depth-Regularized Optimization for 3D Gaussian Splatting in Few-Shot Images CVPR
- SNUAI for Science
이동헌BiLab
관련 논문 2편비중 4%- 2025Ano-Face-Fair: Race-Fair Face Anonymization in Text-to-Image Synthesis using Simple Preference Optimization in Diffusion Model CVPR
- 2025Derm-FairAnon: Mitigating Demographic Bias in Skin Image Anonymization with Self-supervised Preference Optimization CVPR
- SNU머신러닝
송현오Machine Learning Lab
관련 논문 3편비중 19%- 2024Training Greedy Policy for Proposal Batch Selection in Expensive Multi-Objective Combinatorial Optimization ICML
- 2023Direct Preference-based Policy Optimization without Reward Modeling NeurIPS
- 2023Query-Efficient Black-Box Red Teaming via Bayesian Optimization ACL
- KAIST머신러닝
성영철SISReL
관련 논문 2편비중 6%- 2026Generalized Per-Agent Advantage Estimation for Multi-Agent Policy Optimization AAMAS
- 2023Off-policy multi-agent policy optimization with multi-step counterfactual advantage estimation Adaptive and Learning Agents (ALA) Workshop at AAMAS
- SNUAI for Science
정유성MICC Lab
관련 논문 2편비중 5%- 2026Evaluating Global Optimization and Generative Methods for Low-Energy and Diverse Crystal Structure Prediction Via Two Case Studies Digital Discovery
- 2023Closed-loop optimization of nanoparticle synthesis enabled by robotics and machine learning Matter
- SNU로보틱스
김현진LARR Lab
관련 논문 3편비중 4%- 2024Decentralized trajectory planning for quadrotor swarm in cluttered environments with goal convergence guarantee IJRR
- 2024Optimization-based Monocular 3D Object Tracking via Combined Ellipsoid-Cuboid Representation IEEE Access
- 2023Decentralized Trajectory Planning for Quadrotor Swarm with Goal Convergence Guarantee ICCAS
- POSTECHAI for Science
김원화, 류일우MIP Lab
관련 논문 2편비중 3%- 2026Convex Distance Operator Transport: Convex and Geometry-Preserving Information ICML
- 2023Hierarchical particle optimization for cortical shape correspondence in temporal lobe resection Computers in Biology and Medicine
- SNU컴퓨터 비전
곽노준MIPAL Lab
관련 논문 2편비중 2%- 2026Advancing Entropy-Level Credit Assignment in RLVR via Proximal Entropy Policy Optimization NeurIPS
- 2023SHOT: Suppressing the Hessian along the Optimization Trajectory for Gradient-Based Meta-Learning NeurIPS
- KAIST머신러닝
이상완AI Brain Lab
관련 논문 2편비중 4%- 2025Cognitive bias training through model parameter optimization RLDM
- 2024Simulation-based behavioral profiling by model-guided task optimization and task-guided data generation COSYNE
- SNU자연어처리·LLM
조요한
관련 논문 2편비중 4%- 2025Sparse and Dense Retrievers Learn Better Together: Joint Sparse-Dense Optimization for Text-Image Retrieval CIKM
- 2024Model-based Preference Optimization in Abstractive Summarization without Human Feedback EMNLP
- SNU머신러닝
박건웅Data Science & Machine Learning Lab
관련 논문 1편비중 14%- 2026Convex Distance Operator Transport: Convex and Geometry-Preserving Formulation ICML
- SNUAI 시스템
하순회IRIS/CAPLAB
관련 논문 2편비중 13%- 2024Optimization of Task Allocation for Resource-Constrained Swarm Robots IEEE TASE
- 2024Sotware Optimization and Design Methodology for Low Power Computer Vision Systems ACM Transactions on Embedded Computing Systems
- SNU머신러닝
문태섭M.IN.D Lab
관련 논문 2편비중 5%- 2025FairDRO: Group Fairness Regularization via Classwise Robust Optimization Neural Networks
- 2023Re-weighting Based Group Fairness Regularization via Classwise Robust Optimization ICLR
- KU컴퓨터 비전
김상필Computer Vision Lab
관련 논문 2편비중 4%- 2025EditSplat: Multi-View Fusion and Attention-Guided Optimization for View-Consistent 3D Scene Editing with 3D Gaussian Splatting CVPR
- 2023Dual Policy Learning for Aggregation Optimization in Recommender Systems WWW
- KAIST머신러닝
양은호MLI Lab
관련 논문 2편비중 3%- 2025LRQ: Optimizing Post-Training Quantization for Large Language Models by Learning Low-Rank Weight-Scaling Matrices NAACL
- 2023Riemannian SAM: Sharpness-Aware Minimization on Riemannian Manifolds NeurIPS
- KAIST머신러닝
정송
관련 논문 1편비중 8%- 2026Joint Security–Energy–Latency Optimization for Code Offloading in LEO Satellite Networks with Mixed Security Requirements IEEE Transactions on Communications
- KAIST컴퓨터 비전
김승욱GLOW Lab
관련 논문 1편비중 7%- 2026Direct Diffusion Score Preference Optimization via Stepwise Contrastive Policy-Pair Supervision ECCV
- SNU그래픽스
원정담Intelligent Motion Lab
관련 논문 1편비중 5%- 2026AMOR: Airborne Motion Reconstruction via Homotopy-Aware Trajectory Optimization SIGGRAPH
- POSTECH머신러닝
박상돈Trustworthy ML Lab
관련 논문 1편비중 5%- 2026SAUL: Sharpness-Aware Augmented-Lagrangian Unlearning EMNLP Findings
- Yonsei로보틱스
이용현RoPhi Lab
관련 논문 1편비중 5%- 2026LEGO: Latent-space Exploration for Geometry-aware Optimization of Humanoid Kinematic Design ICRA
- SNUAI 시스템
안정호SCALable Computer Architecture Lab
관련 논문 2편비중 4%- 2024NeuJeans: Private Neural Network Inference with Joint Optimization of Convolution and FHE Bootstrapping CCS
- 2024HyPHEN: A Hybrid Packing Method and Its Optimizations for Homomorphic Encryption-Based Neural Networks IEEE Access
- SNU자연어처리·LLM
이재윤SKI-ML Lab
관련 논문 1편비중 4%- 2026Where Evaluators Agree: Quality-Dependent Agreement in Text-to-Image Reward Optimization NeurIPS
- POSTECH데이터 마이닝
한욱신Data Systems Lab
관련 논문 1편비중 4%- 2026AutoSaddler: Automatic Harness Optimization with Durable Updates from Agent Execution Traces NeurIPS
- YonseiAI 시스템
김영석HPCP Lab
관련 논문 1편비중 4%- 2026DFLOP: A Data-driven Framework for Multimodal LLM Training Pipeline Optimization SIGMOD
- Yonsei데이터 마이닝
김하영MLCF Lab
관련 논문 1편비중 4%- 2026Dynamic Factor-Informed Reinforcement Learning for Enhancing Portfolio Optimization Financial Innovation
- SNU컴퓨터 비전
박재식Visual & Geometric Intelligence Lab
관련 논문 1편비중 2%- 2026Optimized Minimal 4D Gaussian Splatting NeurIPS
- SNU인간-AI 상호작용
서진욱Human-Computer Interaction Lab
관련 논문 1편비중 2%- 2026HyPockeTuner: Bringing Hyperparameter Optimization to Mobile Devices CHI
- SNU컴퓨터 비전
이준석VIP Lab
관련 논문 1편비중 2%- 2026QUATRO: Query-Adaptive Trust Region Policy Optimization for LLM Fine-tuning ICML
- SNUAI for Science
정수종Climate Lab
관련 논문 1편비중 2%- 2026Spatiotemporal optimization of NOx and VOC emissions using a hybrid inversion framework and implications for ozone sensitivity-regime diagnosis Atmospheric Chemistry and Physics
- SNU컴퓨터 비전
조남익ISPL
관련 논문 1편비중 2%- 2026PhaseMark A Post-hoc, Optimization-Free Watermarking of AI-Generated Images in the Latent Frequency Domain ICASSP
- SNU컴퓨터 비전
최종현MPR Lab
관련 논문 1편비중 2%- 2026Action Chunking Proximal Policy Optimization with Feedback Correction NeurIPS
- KAIST자연어처리·LLM
서민준LK Lab
관련 논문 1편비중 2%- 2026DynamixSFT: Dynamic Mixture Optimization of Instruction Tuning Collections ACL Findings
- KU머신러닝
이창희AIX
관련 논문 1편비중 3%- 2026Explaining Black-Box Language Models: Learning to Optimize Linguistically-Structured Word Subsets KDD
- KAIST컴퓨터 비전
노용만IVY Lab
관련 논문 1편비중 1%- 2026ReFoCUS: Reinforcement-guided Frame Optimization for Contextual Understanding CVPR Findings
- KU머신러닝
이성환PRML Lab
관련 논문 1편비중 1%- 2026Negative Prompt-Guided Optimization: Enhancing Soft Prompt Generalization in Vision-Language Models Neural Networks
- SNUAI 시스템
이창건RUBIS Lab
관련 논문 2편비중 13%- 2023Optimizing the Response Time for ROS Tasks in Multi-Core Processors DS-RT
- 2023System optimization of ROS-based open source autonomous driving platform on embedded board environment ICACS
- YonseiAI for Science2026 업데이트 중
남호정BIIL
관련 논문 1편비중 8%- 2025AI-Guided Discovery and Optimization of Antimicrobial Peptides Through Species-Aware Language Model Briefings in Bioinformatics
- SNUAI 시스템
이재진THUNDER Research Group
관련 논문 1편비중 5%- 2025SnuSOLVER: Optimizing Sparse Direct Solvers for Heterogeneous Systems ICS
- KU자연어처리·LLM
정우환Autonomous AI Lab
관련 논문 1편비중 6%- 2025Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models ACL Findings
- SNUAI 시스템
엄현상DCS Lab
관련 논문 1편비중 4%- 2025HeteroScheduler: Dynamic Task Scheduling for CPU-GPU Optimization and Contention Mitigation in Cloud Data Centers CLOUD
- SNU로보틱스
조규진Biorobotics Lab
관련 논문 1편비중 3%- 2025Topology Optimization of Exo-Glove Poly II for Enhancing Functionality and Wearability Advanced Intelligent Systems
- SNU로보틱스
최준원ADR Lab
관련 논문 1편비중 3%- 2025MAESTRO: Task-Relevant Optimization via Adaptive Feature Enhancement and Suppression for Multi-task 3D Perception ICCV
- KAIST로보틱스
금동석AXE Lab
관련 논문 1편비중 3%- 2025Learning Homotopy Prediction for Optimization-Based Trajectory Planners for Autonomous Driving International Journal of Automotive Technology
- KAIST머신러닝
김희영Engineering Data Science Lab
관련 논문 1편비중 3%- 2025Multi-task optimization with Bayesian neural network surrogates for parameter estimation of a simulation model Computational Statistics & Data Analysis
- KAIST머신러닝
최재식SAIL Lab
관련 논문 1편비중 2%- 2025Rethinking Shapley Value for Negative Interactions in Non-convex Games ICLR
- POSTECH음성·오디오
서영주AIoT Lab
관련 논문 1편비중 3%- 2025HyFLM: A Hypernetwork-Based Federated Learning with Multidimensional Trajectory Optimization on Diffusion Paths Electronics
- KU컴퓨터 비전
박경문VGI Lab
관련 논문 1편비중 2%- 2025Inverse Binary Optimization of Convolutional Neural Network in Active Learning Efficiently Designs Nanophotonic Structures Scientific Reports
- Yonsei머신러닝
노승문AI-ISL
관련 논문 1편비중 3%- 2025Understanding and Mitigating Memorization in Generative Models via Sharpness of Probability Landscapes ICML
- Yonsei컴퓨터 비전
황성재MICV Lab
관련 논문 1편비중 2%- 2025Spatial Transport Optimization by Repositioning Attention Map for Training-Free Text-to-Image Synthesis CVPR
- SNU컴퓨터 비전
김건희Vision & Learning Lab
관련 논문 1편비중 2%- 2025LPOI: Listwise Preference Optimization for Vision Language Models ACL
- SNUAI 시스템
김재준VLSI Lab
관련 논문 1편비중 2%- 2025DOTS: DRAM-PIM Optimization for Tall and Skinny GEMM Operations in LLM Inference Design Automation and Test in Europe (DATE)
- SNU음성·오디오
이교구MARG
관련 논문 1편비중 1%- 2025Multidimensional Adaptive Coefficient for Inference Trajectory Optimization in Flow and Diffusion ICML
- SNUAI 시스템
이영기HCS Lab
관련 논문 1편비중 3%- 2024Sign Gradient Descent-based Neuronal Dynamics: ANN-to-SNN Conversion Beyond ReLU Network ICML
- Yonsei머신러닝
손지용ITML Lab
관련 논문 1편비중 4%- 2024Mini-Batch Optimization of Contrastive Loss TMLR
- SNU머신러닝
김태섭LAAL Lab
관련 논문 1편비중 3%- 2024Model-based Preference Optimization in Abstractive Summarization without Human Feedback EMNLP
- SNU로보틱스
오성회Robot Learning Lab
관련 논문 1편비중 2%- 2024Spectral-Risk Safe Reinforcement Learning with Convergence Guarantees NeurIPS
- POSTECH컴퓨터 비전
곽수하, 조민수, 손진희CV Lab
관련 논문 1편비중 1%- 2024Improving Robustness to Multiple Spurious Correlations by Multi-Objective Optimization ICML
- SNUAI 시스템
서지원Machine Learning Systems Lab
관련 논문 1편비중 8%- 2023ISP Agent: A Generalized In-Storage-Processing Workload Offloading Framework by Providing Multiple Optimization Opportunities TACO
- KAIST로보틱스2026 업데이트 중
김범준HuGe Lab
관련 논문 1편비중 8%- 2023Local object crop collision network for efficient simulation of non-convex objects in GPU-based simulators RSS
- KAIST머신러닝
문재균
관련 논문 1편비중 5%- 2023Federated Split Learning with Joint Personalization-Generalization for Inference-Stage Optimization in Wireless Edge Networks IEEE TMC
- KAIST로보틱스
박대형RIRO Lab
관련 논문 1편비중 7%- 2023Learning-Based Initialization of Trajectory Optimization for Path-Following Problems of Redundant Manipulators ICRA
- KAIST머신러닝
정혜원IIDS Lab
관련 논문 1편비중 4%- 2023Rank-1 Matrix Completion with Gradient Descent and Small Random Initialization NeurIPS
- SNU데이터 마이닝
강필성DSBA Lab
관련 논문 1편비중 2%- 2023Cost-Free Adversarial Defense: Distance-Based Optimization for Model Robustness without Adversarial Training Computer Vision and Image Understanding
- SNU컴퓨터 비전
김영민3D Vision Lab
관련 논문 1편비중 2%- 2023Closed-loop optimization of nanoparticle synthesis enabled by robotics and machine learning Matter
- KAIST머신러닝
문일철AAI Lab
관련 논문 1편비중 3%- 2023SAAL: Sharpness-Aware Active Learning ICML
- KAIST컴퓨터 비전
윤성의SGVR Lab
관련 논문 1편비중 2%- 2023Learning-based Initialization of Trajectory Optimization for Path-following Problems of Redundant Manipulators ICRA
- KAIST컴퓨터 비전
김승룡CV Lab
관련 논문 1편비중 1%- 20233D GAN Inversion with Pose Optimization WACV
- KAIST음성·오디오
남주한MAC Lab
관련 논문 1편비중 1%- 2023Sense of Convergence: Exploring the Artistic Potential of Cross-modal Sensory Transfer in Virtual Reality ISMAR