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화학·소재 AI

AI for Chemistry & Materials · 연구실 60곳 · 논문 114편

다른 주제·대학과 함께 찾기
칸 하나가 연구실 하나예요. 이 주제 논문이 많을수록 밝아요.

관련 연구실

등급은 학회·저널 분류이며 연구실 순위가 아닙니다.

  1. SNUAI for Science

    정유성MICC Lab

    관련 논문 32편비중 74%연구 분야에 명시
    • 2026Generative modelling of inorganic materials with explicit electronic structure Nature Communications
    • 2026Large-Scale Screening of High-Entropy Materials for Superionic Solid Electrolytes npj Computational Materials
    • 2026Artificial Intelligence for Advanced Functional Materials: Progress and Emerging Frontiers Advanced Intelligent Systems
  2. KAISTAI for Science

    김우연Intelligent Chemistry Lab

    관련 논문 9편비중 25%연구 분야에 명시
    • 2026Riemannian denoising model for molecular structure optimization with chemical accuracy Nature Computational Science
    • 2026A Comprehensive Dataset of Chemical Reactions Covering Second and Third Row Elements with Million-Scale Quantum Chemical Calculations Scientific Data
    • 2026Harnessing generative AI for efficient organic materials discovery in low-data regimes Digital Discovery
  3. KAIST데이터 마이닝

    박찬영DSAIL

    관련 논문 7편비중 7%
    • 2026A Structured LLM Framework for Inorganic Material Synthesis Planning NeurIPS
    • 2026Learning Probabilistic Compositional Representation of Crystalline Materials KDD
    • 2026Density of States-Intermediated Crystal Generation for Material Inverse Design ICML
  4. KU자연어처리·LLM

    이상근Data Intelligence Lab

    관련 논문 6편비중 17%
    • 2026Chronos: Chronology-Grounded Continued Pre-training for Language Model Adaptation to Materials Science EMNLP
    • 2025Incorporating Domain Knowledge into Materials Tokenization ACL
    • 2024MolTRES: Improving Chemical Language Representation Learning for Molecular Property Prediction EMNLP
  5. KU머신러닝

    김성웅, 임성빈AGI Lab

    관련 논문 2편비중 6%연구 분야에 명시
    • 2026RetroReasoner: A Reasoning LLM for Strategic Retrosynthesis Prediction EMNLP Findings
    • 2025ReactionReasoner: Towards Reasoning LLM for Chemical Reaction Prediction NeurIPS
  6. KU인간-AI 상호작용

    서승호HUI

    관련 논문 6편비중 10%
    • 2026Knowledge-guided strain-damage image correlation for diagnosing nonlinear mechanical behavior of freely stretched ultra-thin polymer films on water surface Polymer Testing
    • 2024Image Generation of Ultra-Thin Polymer Films Using Diffusion Models from Tensile Testing for Mechanical Failure Prediction ICEIC
    • 2024Optimal operation guidelines for direct recovery of high-purity precursor from spent lithium-ion batteries: hybrid operation model of population balance equation and data-driven classifier Applied Crystallography
  7. Yonsei로보틱스

    최종은MLCS Lab

    관련 논문 1편비중 5%연구 분야에 명시
    • 2023Multiplexed DNA-functionalized graphene sensor with artificial intelligence discrimination performance of chemical vapor composition Microsystems and Nanoengineering
  8. YonseiAI 시스템

    차호정MOBED

    관련 논문 4편비중 18%
    • 2025SecureRide: Detecting Safety-threatening Behavior of E-Scooters Using Battery Information EMSOFT
    • 2024Optimizing Profitability of E-Scooter Sharing System via Battery-aware Recommendation MobiSys
    • 2023Highly Responsive Batteryless System for Indoor Light Energy Harvesting Environments PerCom
  9. SNUAI for Science

    김선BHI Lab

    관련 논문 4편비중 7%
    • 2025Improving Reaction Yield Prediction with Chemical Role and Reaction Center Aware Representation Learning Journal of Chemical Information and Modeling
    • 2024ChemAP: predicting drug approval with chemical structures before clinical trial phase by leveraging multi-modal embedding space and knowledge distillation Scientific Reports
    • 2023Exploring chemical space for lead identification by propagating on chemical similarity network Computational and Structural Biotechnology Journal
  10. SNU머신러닝

    양인순LDS Lab

    연구 분야에 명시
  11. SNU로보틱스

    이영운Scalable Robot Learning Lab

    연구 분야에 명시
  12. SNU머신러닝

    이정우CML Lab

    연구 분야에 명시
  13. KAIST머신러닝

    김기응AIPR Lab

    연구 분야에 명시
  14. KAIST머신러닝

    문일철AAI Lab

    연구 분야에 명시
  15. KAIST로보틱스

    박대형RIRO Lab

    연구 분야에 명시
  16. KAIST머신러닝

    박진규System Intelligence Lab

    연구 분야에 명시
  17. KAIST머신러닝

    성영철SISReL

    연구 분야에 명시
  18. KAIST머신러닝

    안성진MLML

    연구 분야에 명시
  19. KAIST머신러닝

    이기민

    연구 분야에 명시
  20. KAIST머신러닝

    이상완AI Brain Lab

    연구 분야에 명시
  21. KAIST로보틱스

    임재환CLVR Lab

    연구 분야에 명시
  22. KAIST머신러닝

    정송

    연구 분야에 명시
  23. POSTECH머신러닝

    전광성Interactive Machine Learning Lab

    연구 분야에 명시
  24. KU머신러닝

    이병준Decision Making Lab

    연구 분야에 명시
  25. Yonsei머신러닝

    이종민DIL Lab

    연구 분야에 명시
  26. SNU머신러닝

    홍영준MLSC Lab

    관련 논문 3편비중 9%
    • 2025Forward and Inverse Simulation of Pseudo-Two-Dimensional Model of Lithium-Ion Batteries Using Neural Networks Computer Methods in Applied Mechanics and Engineering
    • 2025Building epsilon-near-zero materials from layered uniaxial metamaterials Optics Express
    • 2023Data-efficient deep generative model with discrete latent representations for high-fidelity digital materials ACS Materials Letters
  27. KAIST머신러닝

    안성수SPML Lab

    관련 논문 2편비중 4%
    • 2026Multimodal Crystal Flow: Any-to-Any Modality Generation for Unified Crystal Modeling ICML
    • 2025Improving Chemical Understanding of LLMs via SMILES Parsing EMNLP
  28. KAIST컴퓨터 비전

    주재걸DAVIAN Lab

    관련 논문 2편비중 1%
    • 2026Robust and Interpretable Adaptation of Equivariant Materials Foundation Models via Sparsity-promoting Fine-tuning ICLR
    • 2025Building Resource-Constrained Language Agents: A Korean Case Study on Chemical Toxicity Information EMNLP
  29. SNU컴퓨터 비전

    이준석VIP Lab

    관련 논문 2편비중 4%
    • 2026Robust and Interpretable Adaptation of Equivariant Materials Foundation Models via Sparsity-promoting Fine-tuning ICLR
    • 2024RMFER: Semi-supervised Contrastive Learning for Facial Expression Recognition with Reaction Mashup Video WACV
  30. KAIST로보틱스

    금동석AXE Lab

    관련 논문 2편비중 6%
    • 2026Reaction-Uncertainty-Aware Motion Planning for Interactive Driving via Conditional Multi-modal Motion Prediction IEEE Access
    • 2023Are Reactions to Ego Vehicles Predictable without Data?: A Semi-supervised Approach IEEE T-ITS
  31. YonseiAI for Science2026 업데이트 중

    남호정BIIL

    관련 논문 2편비중 17%
    • 2025Enhancing multi-task in vivo toxicity prediction via integrated knowledge transfer of chemical knowledge and in vitro toxicity information Journal of Cheminformatics
    • 2023LOGICS: Learning optimal generative distribution for designing de novo chemical structures Journal of Cheminformatics
  32. KU인간-AI 상호작용

    Christian WallravenCognitive Systems Lab

    관련 논문 1편비중 4%
    • 2026More Than a Material: Social Interpretation Shapes the Hedonic Evaluation of Human Hand Touch IEEE Transactions on Haptics
  33. SNU인간-AI 상호작용

    서봉원Human Centered Computing Lab

    관련 논문 1편비중 2%
    • 2026ECG trained artificial intelligence for the detection of patients with inducible myocardial ischemia European Heart Journal - Digital Health
  34. KAIST컴퓨터 비전

    성민혁Visual AI Group

    관련 논문 1편비중 2%
    • 2026MatLat: Material Latent Space for PBR Texture Generation CVPR
  35. KAIST음성·오디오

    정준선Multimodal AI Lab

    관련 논문 1편비중 1%
    • 2026Seeing Through Touch: Tactile-Driven Visual Localization of Material Regions CVPR
  36. KU머신러닝

    이성환PRML Lab

    관련 논문 1편비중 1%
    • 2026ChemFixer: Correcting Invalid Molecules to Unlock Previously Unseen Chemical Space IEEE JBHI
  37. SNU머신러닝

    윤성로AI Lab

    관련 논문 2편비중 2%
    • 20241.5 million materials narratives generated by chatbots Scientific Data
    • 2023GeoT: A Geometry-aware Transformer for Reliable Molecular Property Prediction and Chemically Interpretable Representation Learning ACS Omega
  38. SNU데이터 마이닝

    박현우DIAL Lab

    관련 논문 1편비중 3%
    • 2025Theorizing Critical Locus of Supply: A Material Flow Perspective Journal of Supply Chain Management
  39. KAIST머신러닝

    최재식SAIL Lab

    관련 논문 1편비중 2%
    • 2025A Perspective on Foundation Models in Chemistry JACS Au
  40. Yonsei자연어처리·LLM

    김재형ML3 Lab

    관련 논문 1편비중 2%
    • 2025Improving Chemical Understanding of LLMs via SMILES Parsing EMNLP
  41. YonseiAI for Science

    김호진LESSON Lab

    관련 논문 1편비중 3%
    • 2025CAD-based Monte Carlo dose calculation system for evaluating geometrical effect of inserted materials in carbon-ion radiation therapy Physica Medica
  42. KAIST컴퓨터 비전

    김현우MLV Lab

    관련 논문 1편비중 1%
    • 2025In-cell neuromorphic computing in solid oxide fuel cells for bifunctional electrochemical power generation and artificial intelligence Cell Reports Physical Science
  43. KAIST컴퓨터 비전

    심현정CVML Lab

    관련 논문 1편비중 2%
    • 2025DreamCatalyst: Fast and High-Quality 3D Editing via Controlling Editability and Identity Preservation ICLR
  44. POSTECH그래픽스

    이승용, 조성현, 백승환CG Lab

    관련 논문 1편비중 1%
    • 2025Hyperspectral Polarimetric BRDFs of Real-world Materials SIGGRAPH Asia
  45. KUAI for Science

    감태의Medical AI Lab

    관련 논문 1편비중 1%
    • 2025Sharpness-Aware Minimization with Physics-Informed Regularizations for Predicting Semiconductor Material Properties in Molecular Dynamics Chemometrics and Intelligent Laboratory Systems
  46. Yonsei머신러닝

    송경우MLAI Lab

    관련 논문 1편비중 1%
    • 2025Local Nonequilibrium Thermodynamics of Polymer Collapse Dynamics Journal of Chemical Physics
  47. Yonsei데이터 마이닝

    김하영MLCF Lab

    관련 논문 1편비중 4%
    • 2024Multi-label material and human risk factors recognition model for construction site safety management Journal of Safety Research
  48. SNU로보틱스

    김현진LARR Lab

    관련 논문 1편비중 1%
    • 2024Haptic-Based Bilateral Teleoperation of Aerial Manipulator for Extracting Wedged Object with Compensation of Human Reaction Time ICUAS
  49. SNU로보틱스

    조규진Biorobotics Lab

    관련 논문 1편비중 3%
    • 20243D printing with a 3D printed digital material filament for programming functional gradients Nature Communications
  50. Yonsei머신러닝

    노승문AI-ISL

    관련 논문 1편비중 3%
    • 2024Adaptable DNA Storage Coding: An Efficient Framework for Homopolymer Constraint Transitions IEEE Access
  51. SNUAI for Science

    백민경Laboratory of Computational Structural and Systems Biology

    관련 논문 1편비중 7%
    • 2023The ϕPA3 phage nucleus is enclosed by a self-assembling 2D crystalline lattice Nature Communications
  52. Yonsei인간-AI 상호작용

    이병주YESLAB

    관련 논문 1편비중 7%
    • 2023MaterialSense- Estimating and utilizing material properties of contact objects in multi-touch interaction UIST
  53. SNU데이터 마이닝

    강필성DSBA Lab

    관련 논문 1편비중 2%
    • 2023Deep Learning-Based Multi-Horizon Forecasting for Automated Material Handling System Throughput in Semiconductor Fab IEEE Transactions on Semiconductor Manufacturing
  54. SNU머신러닝

    장병탁BI Lab

    관련 논문 1편비중 1%
    • 2023Neural Collage Transfer: Artistic Reconstruction via Material Manipulation ICCV
  55. SNUAI for Science

    정수종Climate Lab

    관련 논문 1편비중 2%
    • 2023First quantification and chemical characterization of atmospheric microplastics observed in Seoul, South Korea Environmental Pollution
  56. SNU로보틱스

    최준원ADR Lab

    관련 논문 1편비중 3%
    • 2023Are Reactions to Ego Vehicles Predictable Without Data?: A Semi-Supervised Approach IEEE T-ITS
  57. SNUAI for Science

    손석우Weather and Climate Dynamics Lab

    관련 논문 1편비중 1%
    • 2023A new chemistry-climate model GRIMs-CCM: Model evaluation of interactive chemistry-meteorology simulations Asia-Pacific Journal of Atmospheric Sciences
  58. KAIST데이터 마이닝

    박노성BigDyL

    관련 논문 1편비중 1%
    • 2023GREAD: Graph Neural Reaction-Diffusion Networks ICML
  59. KAIST머신러닝

    황성주MLAI Lab

    관련 논문 1편비중 1%
    • 2023Exploring Chemical Space with Score-based Out-of-distribution Generation ICML
  60. Yonsei머신러닝

    조성배SCLAB

    관련 논문 1편비중 1%
    • 2023GREAD: Graph Neural Reaction-Diffusion Networks ICML