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멀티모달 학습

Multimodal Learning · 연구실 115곳 · 논문 302편

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

관련 연구실

등급은 학회·저널 분류이며 연구실 순위가 아닙니다.

  1. SNU자연어처리·LLM

    유영재PI Lab

    관련 논문 19편비중 20%연구 분야에 명시
    • 2026Do Language Models Associate Sound with Meaning? A Multimodal Study of Sound Symbolism AAAI
    • 2026Do MLLMs Capture How Interfaces Guide User Behavior? A Benchmark for Multimodal UI/UX Design Understanding ACL
    • 2026Explain with Visual Keypoints Like a Real Mentor! A Benchmark for Multimodal Solution Explanation AAAI
  2. KAIST음성·오디오

    정준선Multimodal AI Lab

    관련 논문 15편비중 16%연구 분야에 명시
    • 2026DiFlowDubber: Discrete Flow Matching for Automated Video Dubbing via Cross-Modal Alignment and Synchronization CVPR
    • 2026FastAV: Efficient Token Pruning for Audio-Visual Large Language Model Inference ICASSP
    • 2026How Far Can We Go With Synthetic Data for Audio-Visual Sound Source Localization? CVPR
  3. KAIST컴퓨터 비전

    오태현AMI Lab

    관련 논문 15편비중 15%연구 분야에 명시
    • 2026CLIP-Actor-X: Text-driven 4D Human Avatar Generation via Cross-modal Synthesis-through-Optimization TPAMI
    • 2026Hear, Localize, and Reason: Spatially Aware Scene Understanding for Audio-visual LLMs NeurIPS
    • 2026How Far Can We Go With Synthetic Data for Audio-Visual Sound Source Localization? CVPR
  4. KAIST컴퓨터 비전

    노용만IVY Lab

    관련 논문 15편비중 20%연구 분야에 명시
    • 2026Emotion-Coherent Reasoning for Multimodal LLMs via Emotional Rationale Verifier AAAI
    • 2026From Coordinates to Candidate Regions: Temporal Change Localization via Region Selection in Remote Sensing Multimodal LLMs EMNLP
    • 2026MAD: Modality-Adaptive Decoding for Mitigating Cross-Modal Hallucinations in Multimodal Large Language Models CVPR
  5. SNU컴퓨터 비전

    김건희Vision & Learning Lab

    관련 논문 11편비중 20%연구 분야에 명시
    • 2026MAVIS: A Benchmark for Multimodal Source Attribution in Long-form Visual Question Answering AAAI
    • 2026MULTI3IR: A Benchmark for Multi-perspective Multi-domain Multi-modal Information Retrieval EMNLP
    • 2026SiGMA: Sign-Guided Merging and Adaptation for Multimodal Continual Instruction Tuning ECCV
  6. KU인간-AI 상호작용

    서승호HUI

    관련 논문 7편비중 11%연구 분야에 명시
    • 2026Interpretable Multimodal Gesture Recognition for Drone and Mobile Robot Teleoperation via Log-Likelihood Ratio Fusion ICRA
    • 2026OpenMarcie: Dataset for Multimodal Action Recognition in Industrial Environments CVPR
    • 2026Multimodal Wearable Sensor-Based Gesture Recognition for Reliable Robot Control in Hazardous Industrial Environments ICEIC
  7. SNU컴퓨터 비전

    최종현MPR Lab

    관련 논문 6편비중 14%연구 분야에 명시
    • 2026Co-LoRA: Collaborative Model Personalization on Heterogeneous Multi-Modal Clients ICLR
    • 2026Risk-adaptive Activation Steering for Safe Multimodal Large Language Models ECCV
    • 2026Visual Grounding First, Multimodal In-context Learning Follows NeurIPS
  8. KAIST음성·오디오

    남주한MAC Lab

    관련 논문 9편비중 10%
    • 2026SKY Piano: A Multimodal Piano Performance Dataset ISMIR
    • 2026Multimodal Video-to-Music Recommendation via Semantic Retrieval and Temporal Reranking ICML
    • 2025PianoBind: A Multi-modal Joint Embedding Model for Pop-piano Music ISMIR
  9. KAIST머신러닝

    윤세영OSI Lab

    관련 논문 8편비중 6%
    • 2026Two Heads Are Better Than One: Audio-Visual Speech Error Correction with Dual Hypotheses ACL Findings
    • 2026UniSAFE: A Comprehensive Benchmark for Safety Evaluation of Unified Multimodal Models NeurIPS
    • 2025Flex-Judge: Text-Only Reasoning Unleashes Zero-Shot Multimodal Evaluators NeurIPS
  10. KU머신러닝

    이성환PRML Lab

    관련 논문 7편비중 4%
    • 2026ImmersiveTTS: Environment-Aware Text-to-Speech with Multimodal Diffusion Transformer and Domain-Specific Representation Alignment ACL
    • 2026From Generator to Embedder: Harnessing Innate Abilities of Multimodal LLMs via Building Zero-Shot Discriminative Embedding Model IEEE TMM
    • 2025EEG-Translator: A Cross-Modality Framework for Subject-Specific EEG and Voice Reconstruction from Imagined Speech EMBC
  11. KAIST컴퓨터 비전

    윤국진VI Lab

    관련 논문 7편비중 6%
    • 2026DSERT-RoLL: Robust Multi-Modal Perception for Diverse Driving Conditions with Stereo Event-RGB-Thermal Cameras, 4D Radar, and Dual-LiDAR CVPR
    • 2026Multimodal Distribution Matching for Vision-Language Dataset Distillation CVPR
    • 2026Reuse Before You Retrieve: Diagnosing Headroom and Complementarity for Test-Time Augmentation of Embodied Multimodal Policies ECCV
  12. POSTECH컴퓨터 비전

    곽수하, 조민수, 손진희CV Lab

    관련 논문 4편비중 3%연구 분야에 명시
    • 2026Latent Reasoning in Continuous Space for Unified Multimodal Models NeurIPS
    • 2026Vision-aligned Latent Reasoning for Multi-Modal Large Language Model ICML
    • 2025GENIUS: A Generative Framework for Universal Multimodal Search CVPR
  13. KUAI for Science

    감태의Medical AI Lab

    관련 논문 6편비중 8%
    • 2026crossMoDA challenge: Evolution of cross-modality domain adaptation techniques for vestibular schwannoma and cochlea segmentation from 2021 to 2023 Medical Image Analysis
    • 2026Retrieval-based Mixture-of-Experts for Patient-Specific Cancer Survival Prediction with Incomplete Multimodal Data MICCAI
    • 2025Multimodal Integration of MRI and Genetic Information for Glioblastoma Survival Prediction IEEE SMC
  14. POSTECH데이터 마이닝

    한욱신Data Systems Lab

    관련 논문 3편비중 11%연구 분야에 명시
    • 2026FAILURE IS FEEDBACK: History-Aware Backtracking for Agentic Traversal in Multimodal Graphs ICML
    • 2025LILaC: Late Interacting in Layered Component Graph for Open-domain Multimodal Multihop Retrieval EMNLP
    • 2025MAD: Multimodal Framework for Adaptive Time-Series Anomaly Detection IEEE BigData
  15. SNU머신러닝

    윤성로AI Lab

    관련 논문 6편비중 6%
    • 2026Diagnosing and Correcting Concept Omission in Multimodal Diffusion Transformers ICML
    • 2026Beyond Language-Specific Neurons: The Challenge of Identifying Speech-Specific Neurons in Multimodal LLMs IEEE Journal of Selected Topics in Signal Processing
    • 2025RePIC: Reinforced Post-Training for Personalizing Multi-Modal Language Models NeurIPS
  16. KAIST머신러닝

    황성주MLAI Lab

    관련 논문 5편비중 5%
    • 2026Agent Explorative Policy Optimization for Multimodal Agentic Reasoning NeurIPS
    • 2026Multimodal Collaborative Debate for Zero-Shot Time Series Reasoning EMNLP
    • 2026Multimodal Prompt Optimization: Why Not Leverage Multiple Modalities for MLLMs ICLR
  17. KU컴퓨터 비전

    김동현UTL Lab

    관련 논문 3편비중 7%연구 분야에 명시
    • 2026KSAFE-MM: A Multimodal Safety Benchmark via Localized Contextualization for Korean Cultural Risks EMNLP Findings
    • 2025MA-CIR: A Multimodal Arithmetic Benchmark for Composed Image Retrieval ICCV
    • 2025Visual delta generation with large multi-modal models enhances composed image retrieval using unlabeled data Scientific Reports
  18. Yonsei데이터 마이닝

    박상현DELAB

    관련 논문 3편비중 6%연구 분야에 명시
    • 2026AMoE-BTS: An Adaptive Mixture of Experts for Clinical Decision Support in Multimodal Brain Tumor Segmentation ACM SAC
    • 2025MDVAD: Multimodal Diffusion for Video Anomaly Detection PAKDD
    • 2024TACA-RNet: Tri-Axis Based Context-Aware Reverse Network for Multimodal Brain Tumor Segmentation Electronics
  19. KU자연어처리·LLM

    임희석NLP&AI Lab

    관련 논문 4편비중 4%
    • 2026HiKEY: Hierarchical Multimodal Retrieval for Open-Domain Document Question Answering ACL
    • 2026M3DocDep: Multi-modal, Multi-page, Multi-document Dependency Chunking with Large Vision-Language Models CVPR
    • 2026MMAC: A Multilingual, Multimodal Alignment Framework for Cultural Grounding Evaluation ACL
  20. SNU머신러닝

    이원종DRL Lab

    관련 논문 2편비중 8%연구 분야에 명시
    • 2026Progressive Multimodal Search and Reasoning for Knowledge-Intensive Visual Question Answering ACL
    • 2025Enhancing Retrieval-Augmented Audio Captioning with Generation-Assisted Multimodal Querying and Progressive Learning INTERSPEECH
  21. Yonsei데이터 마이닝

    김하영MLCF Lab

    관련 논문 2편비중 7%연구 분야에 명시
    • 2026Can Multimodal Large Language Models Extract Investment Signals from Financial Charts? Evidence from Portfolio Backtests Finance Research Letters
    • 2025Hierarchical Multi-modal Fusion Architecture Search for Stock Market Forecasting Applied Soft Computing
  22. Yonsei컴퓨터 비전

    황성재MICV Lab

    관련 논문 4편비중 9%
    • 2026Contrastive and Adaptive Multi-modal Masked Autoencoder for Spatial Transcriptomics MICCAI
    • 2026Multimodal deep learning with anatomically constrained attention for screening MRI-detectable TMJ abnormalities from panoramic images npj Digital Medicine
    • 2025Mono-Modalizing Extremely Heterogeneous Multi-Modal Medical Image Registration MICCAI
  23. SNU머신러닝

    김태섭LAAL Lab

    관련 논문 2편비중 5%연구 분야에 명시
    • 2026Compliance, Capability, and Conflict: Benchmarking Multimodal LLMs under System Messages EMNLP Findings
    • 2024Missing Modality Prediction for Unpaired Multimodal Learning via Joint Embedding of Unimodal Models ECCV
  24. KAIST데이터 마이닝

    신기정Data Mining Lab

    관련 논문 4편비중 4%
    • 2026Personalized Parameter-Efficient Fine-Tuning of Foundation Models for Multimodal Recommendation WWW
    • 2026From Raw Features to Effective Embeddings: A Three-Stage Approach for Multimodal Recipe Recommendation SIGIR
    • 2025TimeXL: Explainable Multi-modal Time Series Prediction with LLM-in-the-Loop NeurIPS
  25. Yonsei컴퓨터 비전

    이상훈Multi-dimensional Insight Lab

    관련 논문 2편비중 4%연구 분야에 명시
    • 2026SeCo: Semantic-Guided Multimodal Color Splash Effects ACM Transactions on Multimedia Computing, Communications, and Applications
    • 2024AVIN-Chat: An Audio-Visual Interactive Chatbot System with Emotional State Tuning IJCAI
  26. Yonsei머신러닝

    한동준Edge AI Lab

    관련 논문 4편비중 9%
    • 2026Communication-Efficient Multimodal Federated Learning: Joint Modality and Client Selection IEEE TMC
    • 2026Device-Cloud Collaborative LLM Inference with Multi-Modal, Multi-Task, Multi-Turn Conversations IEEE/ACM ToN
    • 2025Local-Cloud Inference Offloading for LLMs in Multi-Modal, Multi-Task, Multi-Dialogue Settings ACM MobiHoc
  27. Yonsei데이터 마이닝

    장백철ANDLab

    관련 논문 2편비중 5%연구 분야에 명시
    • 2025Enhancing Medical Cross-Modal Hashing Retrieval using Dropout-Voting Mixture-of-Experts Fusion CIKM
    • 2025Classification of Fashion E-commerce Products using ResNet-BERT Multi-modal Deep Learning and Transfer Learning Optimization PLOS ONE
  28. KAIST머신러닝

    신진우ALIN Lab

    관련 논문 4편비중 3%
    • 2026Latent Reasoning in Continuous Space for Unified Multimodal Models NeurIPS
    • 2026Vision-aligned Latent Reasoning for Multi-Modal Large Language Model ICML
    • 2026Benchmarking Visual State Tracking in Multimodal Video Understanding NeurIPS
  29. KU컴퓨터 비전

    김상필Computer Vision Lab

    관련 논문 4편비중 7%
    • 2026Dynamic-eDiTor: Training-Free Text-Driven 4D Scene Editing with Multimodal Diffusion Transformer CVPR
    • 2026M3KG-RAG: Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation CVPR
    • 2024CMDA: Cross-Modal and Domain Adversarial Adaptation for LiDAR-based 3D Object Detection AAAI
  30. SNU로보틱스

    최준원ADR Lab

    관련 논문 4편비중 10%
    • 2025Layer-Wise Modality Decomposition for Interpretable Multimodal Sensor Fusion NeurIPS
    • 2025RCTDistill: Cross-Modal Knowledge Distillation Framework for Radar-Camera 3D Object Detection with Temporal Fusion ICCV
    • 2025Resilient Sensor Fusion under Adverse Sensor Failures via Multi-Modal Expert Fusion CVPR
  31. KAIST컴퓨터 비전

    김승룡CV Lab

    관련 논문 3편비중 3%
    • 2026MoAI: Aligned Novel View Image and Geometry Synthesis via Cross-modal Attention Instillation ICLR
    • 2026Transferability Between Understanding and Generation in Unified Multimodal Models ECCV
    • 2026VIRAL: Visual Representation Alignment for Multimodal Large Language Models ICLR
  32. KU컴퓨터 비전

    박경문VGI Lab

    관련 논문 1편비중 2%연구 분야에 명시
    • 2026Open Your Model's Eyes: Video and Context-Aware Multimodal Backchannel Prediction ACL
  33. KAIST데이터 마이닝

    박찬영DSAIL

    관련 논문 4편비중 4%
    • 2026CompoDistill: Attention Distillation for Compositional Reasoning in Multimodal LLMs ICLR
    • 2026Bridging Circuit Graphs and Language: A Cross-Modal Transformer for Netlist-to-Text Alignment and Generation KDD
    • 2023Density of States Prediction of Crystalline Materials via Prompt-guided Multi-Modal Transformer NeurIPS
  34. SNU자연어처리·LLM

    도재영AIDAS Lab

    관련 논문 1편비중 3%연구 분야에 명시
    • 2025MMPB: It’s Time for Multi-Modal Personalization NeurIPS
  35. SNU컴퓨터 비전

    곽노준MIPAL Lab

    관련 논문 4편비중 4%
    • 2026Toward Structural Multimodal Representations: Specialization, Selection, and Sparsification via Mixture-of-Experts ICML
    • 2025What's Making That Sound Right Now? Video-centric Audio-Visual Localization ICCV
    • 2024MERLIN: Multimodal Embedding Refinement via LLM-based Iterative Navigation for Text-Video Retrieval-Rerank Pipeline EMNLP
  36. Yonsei컴퓨터 비전

    오유진OMAEL

    관련 논문 1편비중 9%연구 분야에 명시
    • 2024LLM-driven Multimodal Target Volume Contouring in Radiation Oncology Nature Communications
  37. KU머신러닝

    김성웅, 임성빈AGI Lab

    관련 논문 3편비중 9%
    • 2026FiRe: Fine-grained Multimodal Reasoning for Enhanced Image Generation NeurIPS
    • 2025Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization NeurIPS
    • 2024Query-based Cross-Modal Projector Bolstering Mamba Multimodal LLM EMNLP Findings
  38. YonseiAI 시스템

    김상엽EASY Lab

    관련 논문 3편비중 6%
    • 2025EdgeDiff: 418.4mJ/inference Multi-modal Few-step Diffusion Model Accelerator with Mixed-Precision and Reordered Group-Quantization ISSCC
    • 2025EdgeDiff: Energy-Efficient Multi-Modal Few-Step Diffusion Model Accelerator Using Mixed-Precision and Reordered Group Quantization JSSC
    • 2025EdgeDiff: Multi-modal Few-step Diffusion Model Accelerator with Mixed-Precision and Reordered Group-Quantization for On-device Generative AI Motivation Hot Chips
  39. KAIST로보틱스

    금동석AXE Lab

    관련 논문 3편비중 9%
    • 2026Reaction-Uncertainty-Aware Motion Planning for Interactive Driving via Conditional Multi-modal Motion Prediction IEEE Access
    • 2024LabelDistill: Label-guided Cross-modal Knowledge Distillation for Camera-based 3D Object Detection ECCV
    • 2024Multi-Modal Place Recognition via Vectorized HD Maps and Images Fusion for Autonomous Driving IEEE RA-L
  40. POSTECH자연어처리·LLM

    이근배, 김형훈NLP Lab

    관련 논문 3편비중 4%
    • 2025Enabling Chatbots with Eyes and Ears: An Immersive Multimodal Conversation System for Dynamic Interactions ACL
    • 2025MIRROR: Multimodal Cognitive Reframing Therapy for Rolling with Resistance EMNLP
    • 2025Multimodal Cognitive Reframing Therapy via Multi-hop Psychotherapeutic Reasoning NAACL
  41. SNU자연어처리·LLM

    이재윤SKI-ML Lab

    관련 논문 2편비중 8%
    • 2026Subtraction Gets You More: Gap-Aware Retrieval for Multimodal Multi-Hop QA EMNLP
    • 2026Aligning the Brain with Language Models Requires a Nonlinear and Multimodal Approach CCN Poster
  42. SNU인간-AI 상호작용

    서봉원Human Centered Computing Lab

    관련 논문 2편비중 4%
    • 2026Visual Interference in Speech Evaluation: Cultural Asymmetry and Cross-Modal Bias in MLLMs ACL Findings
    • 2026Whose Voice, Whose Avatar? Gender Matching Bias in Multimodal AI Teammates ACL Findings
  43. KAIST컴퓨터 비전

    주재걸DAVIAN Lab

    관련 논문 2편비중 1%
    • 2026MM-SeR: Multimodal Self-Refinement for Lightweight Image Captioning CVPR
    • 2026Learning to See What You Need: Gaze Attention for Multimodal Large Language Models COLM
  44. SNU데이터 마이닝

    강필성DSBA Lab

    연구 분야에 명시
  45. SNUAI for Science

    이동헌BiLab

    연구 분야에 명시
  46. SNU자연어처리·LLM

    정교민MI Lab

    연구 분야에 명시
  47. KAIST자연어처리·LLM

    임경태MLP Lab

    연구 분야에 명시
  48. POSTECH인간-AI 상호작용2026 업데이트 중

    조은경Health & HCI Lab

    연구 분야에 명시
  49. KU음성·오디오

    김찬우SLPL

    연구 분야에 명시
  50. KUAI for Science

    서현석IMPEL Lab

    연구 분야에 명시
  51. KU자연어처리·LLM

    정우환Autonomous AI Lab

    연구 분야에 명시
  52. KU머신러닝

    정종헌TAIL

    연구 분야에 명시
  53. Yonsei컴퓨터 비전

    이종석MCML Group

    연구 분야에 명시
  54. Yonsei컴퓨터 비전

    전해곤Visual AI Lab

    관련 논문 3편비중 7%
    • 2026Social Reasoning-Aware Trajectory Prediction via Multimodal Language Model TPAMI
    • 2024Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory Prediction CVPR
    • 2023EigenTrajectory: Low-Rank Descriptors for Multi-Modal Trajectory Forecasting ICCV
  55. KAIST컴퓨터 비전

    김준모SIIT Lab

    관련 논문 4편비중 5%
    • 2024AVCap: Leveraging Audio-Visual Features as Text Tokens for Captioning​​ INTERSPEECH
    • 2024EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning ICML
    • 2024Preserving Multi-Modal Capabilities of Pre-trained VLMs for Improving Vision-Linguistic Compositionality EMNLP
  56. Yonsei머신러닝

    송경우MLAI Lab

    관련 논문 3편비중 4%
    • 2026CBPE: Causal-aware Blood Pressure Estimation with Multimodal Data ACM SAC
    • 2024Language Model-guided Student Performance Prediction with Multimodal Auxiliary Information Expert Systems with Applications
    • 2023Geodesic Multi-Modal Mixup for Robust Fine-tuning NeurIPS
  57. SNU인간-AI 상호작용

    권가진CC Lab

    관련 논문 2편비중 9%
    • 2026MF-EDM: Graph-based Multimodal Fusion and Emotional Dynamics Modeling for Emotion Recognition in Conversation INTERSPEECH
    • 2025MERNet: Multimodal Emotion Recognition in Conversation Network via Cross-Modal Knowledge Distillation and Contrastive Learning BigComp
  58. KU머신러닝

    이창희AIX

    관련 논문 2편비중 5%
    • 2026FA-DeepMSM: A Few-shot Adapted Interpretable Multimodal Survival Model for Improved Prognostic Prediction in Glioblastoma Scientific Reports
    • 2025Enhancing Multi-Level Cross-Modal Interaction with False Negative-Aware Contrastive Learning for Text-Video Retrieval Applied Intelligence
  59. KAIST컴퓨터 비전

    김현우MLV Lab

    관련 논문 2편비중 3%
    • 2026Improving Large Molecular Language Model via Relation-aware Multimodal Collaboration AAAI
    • 2025Bidirectional Likelihood Estimation with Multi-Modal Large Language Models for Text-Video Retrieval ICCV
  60. KAISTAI for Science

    최윤재

    관련 논문 4편비중 6%
    • 2024Multimodal Transformer with a Low-Computational-Cost Guarantee ICASSP
    • 2023EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images NeurIPS
    • 2023Learning Missing Modal Electronic Health Records with Unified Multi-modal Data Embedding and Modality-Aware Attention MLHC
  61. KAIST컴퓨터 비전

    윤성의SGVR Lab

    관련 논문 2편비중 4%
    • 2026CLaD: Planning with Grounded Foresight via Cross-Modal Latent Dynamics CVPR
    • 2024Extending Segment Anything Model into Auditory and Temporal Dimensions for Audio-Visual Segmentation ICIP
  62. SNU로보틱스

    김현진LARR Lab

    관련 논문 2편비중 2%
    • 2026Safe Multimodal Replanning via Projection-based Trajectory Clustering in Crowded Environments IEEE RA-L
    • 2024Mono-Camera-Only Target Chasing for a Drone in a Dense Environment by Cross-Modal Learning IEEE RA-L
  63. POSTECHAI for Science

    김원화, 류일우MIP Lab

    관련 논문 2편비중 3%
    • 2026Residual-Guided Expert Specialization for Incomplete Multimodal Learning ECCV
    • 2024Multi-Modal Graph Neural Network with Transformer-Guided Adaptive Diffusion for Preclinical Alzheimer Classification MICCAI
  64. KAIST머신러닝

    김희영Engineering Data Science Lab

    관련 논문 2편비중 6%
    • 2026Multimodal Deep Generative Model for Semi-Supervised Learning under Class Imbalance Technometrics
    • 2023Prediction of Highly Imbalanced Semiconductor Chip-Level Defects in Module Tests Using Multimodal Fusion and Logit Adjustment IEEE Transactions on Semiconductor Manufacturing
  65. SNUAI for Science

    김선BHI Lab

    관련 논문 2편비중 3%
    • 2025MV-CLAM: Multi-View Molecular Interpretation with Cross-Modal Projection via Language Model EMNLP Findings
    • 2024ChemAP: predicting drug approval with chemical structures before clinical trial phase by leveraging multi-modal embedding space and knowledge distillation Scientific Reports
  66. KAIST자연어처리·LLM

    서민준LK Lab

    관련 논문 2편비중 3%
    • 2025Evaluating Multimodal Generative AI with Korean Educational Standards NAACL
    • 2024Volcano: Mitigating Multimodal Hallucination through Self-Feedback Guided Revision NAACL
  67. YonseiAI 시스템

    박광현BDAI

    관련 논문 1편비중 11%
    • 2026DFLOP: A Data-driven Framework for Multimodal LLM Training Pipeline Optimization SIGMOD
  68. Yonsei머신러닝

    이종민DIL Lab

    관련 논문 1편비중 7%
    • 2026Learning Multimodal One-step Flow Policy via Value-weighted Optimal Transport NeurIPS
  69. KAIST자연어처리·LLM

    김현우COCO Lab

    관련 논문 1편비중 5%
    • 2026DeltaPrompts: Escaping the Zero-Delta Trap in Multimodal Distillation NeurIPS
  70. Yonsei머신러닝

    권태경AI Security Lab

    관련 논문 1편비중 5%
    • 2026DAM: Dual-DPO Adversarial Multimodal Jailbreak Attacks on MLLMs via Contextual Camouflage ACSAC
  71. Yonsei로보틱스

    이용현RoPhi Lab

    관련 논문 1편비중 5%
    • 2026Point2Act: Efficient 3D Distillation of Multimodal LLMs for Zero-Shot Context-Aware Grasping ICRA
  72. KAISTAI 시스템

    유민수VIA Research Group

    관련 논문 1편비중 4%
    • 2026Exploring KV Cache Quantization in Multimodal Large Language Model Inference IEEE Computer Architecture Letters
  73. KU인간-AI 상호작용

    Christian WallravenCognitive Systems Lab

    관련 논문 1편비중 4%
    • 2026A multimodal analysis of eye-movement and EEG responses during short-term blue-light filtering lens wear in a reading task Visual Neuroscience
  74. YonseiAI 시스템

    김영석HPCP Lab

    관련 논문 1편비중 4%
    • 2026DFLOP: A Data-driven Framework for Multimodal LLM Training Pipeline Optimization SIGMOD
  75. Yonsei머신러닝

    손지용ITML Lab

    관련 논문 1편비중 4%
    • 2026Same Concept, Different Directions: Cross-Modal Feature Heterogeneity in Sparse Autoencoders NeurIPS
  76. SNUAI for Science

    이종호LIST

    관련 논문 1편비중 3%
    • 2026Strong Helps Weak: Directional Cross-Modal Alignment Transfer in Multi-modal LLM NeurIPS
  77. KU로보틱스

    최성준Robot Intelligence Lab

    관련 논문 1편비중 3%
    • 2026CLIP-Actor-X: Text-Driven 4D Human Avatar Generation via Cross-Modal Synthesis-Through-Optimization TPAMI
  78. SNU컴퓨터 비전

    김영민3D Vision Lab

    관련 논문 1편비중 2%
    • 2026Point2Act: Efficient 3D Distillation of Multimodal LLMs for Zero-Shot Context-Aware Grasping ICRA
  79. SNU컴퓨터 비전

    조남익ISPL

    관련 논문 1편비중 2%
    • 2026Robust Vision-Language Alignment Using Multi-Modal Large Language Models for Open-Vocabulary Semantic Segmentation IEEE Access
  80. KAIST컴퓨터 비전

    성민혁Visual AI Group

    관련 논문 1편비중 2%
    • 2026MUNI: Multimodal Unified Latent Diffusion for Coherent Any-to-Any Generation NeurIPS
  81. KAIST컴퓨터 비전

    심현정CVML Lab

    관련 논문 1편비중 2%
    • 2026Mitigating Perceptual Judgment Bias in Multimodal LLM-as-a-Judge via Perceptual Perturbation and Reward Modeling ICML
  82. KAIST머신러닝

    안성수SPML Lab

    관련 논문 1편비중 2%
    • 2026Multimodal Crystal Flow: Any-to-Any Modality Generation for Unified Crystal Modeling ICML
  83. KAISTAI for Science

    예종철BISPL

    관련 논문 2편비중 2%
    • 2024LLM-driven Multimodal Target Volume Contouring in Radiation Oncology Nature Communications
    • 2024Self-supervised Multi-modal Training from Uncurated Image and Reports Enables Zero-shot Oversight Artificial Intelligence in Radiology Medical Image Analysis
  84. KAIST머신러닝

    오성준STAI Lab

    관련 논문 1편비중 2%
    • 2026CLIP Behaves like a Bag-of-Words Model Cross-modally but not Uni-modally ICLR
  85. KAIST머신러닝

    최재식SAIL Lab

    관련 논문 1편비중 2%
    • 2026K-MetBench: A Multi-Dimensional Benchmark for Fine-Grained Evaluation of Expert Reasoning, Locality, and Multimodality in Meteorology ACL Findings
  86. Yonsei자연어처리·LLM

    이동하DLI Lab

    관련 논문 1편비중 2%
    • 2026On the Effectiveness of Integration Methods for Multimodal Dialogue Response Retrieval ICMR
  87. SNU음성·오디오

    이교구MARG

    관련 논문 1편비중 1%
    • 2026Cross-Modal Bottleneck Fusion for Noise Robust Audio-Visual Speech Recognition ICASSP
  88. SNU컴퓨터 비전

    전세영ICL

    관련 논문 1편비중 1%
    • 2026Strong Helps Weak: Directional Cross-Modal Alignment Transfer in Multi-modal LLMs NeurIPS
  89. SNU자연어처리·LLM

    황승원LDI Lab

    관련 논문 1편비중 1%
    • 2026Inference-Free Multimodal Learned Sparse Retrieval for Production-Scale Visual Document Search CIKM
  90. KAIST머신러닝

    이주호SIML Lab

    관련 논문 1편비중 1%
    • 2026Context-aware generative imputation for robust multimodal learning in missing modality scenarios NeurIPS
  91. KAIST머신러닝

    이기민

    관련 논문 2편비중 4%
    • 2024By My Eyes: Grounding Multimodal Large Language Models with Sensor Data via Visual Prompting EMNLP
    • 2023Guide Your Agent with Adaptive Multimodal Rewards NeurIPS
  92. KAIST머신러닝

    정혜원IIDS Lab

    관련 논문 1편비중 4%
    • 2025CovMatch: Cross-Covariance Guided Multimodal Dataset Distillation with Trainable Text Encoder NeurIPS
  93. KAIST데이터 마이닝

    황의종Data Intelligence Lab

    관련 논문 1편비중 4%
    • 2025MIDAS: Misalignment-based Data Augmentation Strategy for Imbalanced Multimodal Learning NeurIPS
  94. KAIST데이터 마이닝

    황지영Big Data Intelligence Lab

    관련 논문 1편비중 5%
    • 2025Unifying Inductive, Cross-Domain, and Multimodal Learning for Robust and Generalizable Recommendation CIKM
  95. SNU로보틱스

    김아영RPM Lab

    관련 논문 1편비중 3%
    • 2025SHeRLoc: Synchronized Heterogeneous Radar Place Recognition for Cross-Modal Localization IEEE RA-L
  96. SNUAI 시스템

    김형신AIoT Lab

    관련 논문 1편비중 3%
    • 2025Explainable Vision Transformer for Automatic Visual Sleep Staging on Multimodal PSG Signals npj Digital Medicine
  97. SNU머신러닝

    문태섭M.IN.D Lab

    관련 논문 1편비중 2%
    • 2025MA-CIR: A Multimodal Arithmetic Benchmark for Composed Image Retrieval ICCV
  98. SNUAI 시스템

    이영기HCS Lab

    관련 논문 1편비중 3%
    • 2025VoiceSeeker: Energy-Efficient and Accurate Audio-Visual Speaker Separation on Mobile Devices IEEE Pervasive Computing
  99. SNUAI for Science

    차지욱Connectome Lab

    관련 논문 1편비중 3%
    • 2025Identifying Neurobehavioral Biomarkers of Anxiety and Treatment Response Using Virtual Reality, Electroencephalography, Magnetic Resonance Imaging, and Related Multimodal Assessments: A Longitudinal Study Protocol Journal of Clinical Medicine
  100. KAIST컴퓨터 비전

    홍승훈Vision and Learning Lab

    관련 논문 1편비중 3%
    • 20253D Denoisers are Good 2D Teachers: Molecular Pretraining via Denoising and Cross-Modal Distillation AAAI
  101. SNU컴퓨터 비전

    박재식Visual & Geometric Intelligence Lab

    관련 논문 1편비중 2%
    • 2025Exploring Multimodal Diffusion Transformers for Enhanced Prompt-based Image Editing ICCV
  102. SNU인간-AI 상호작용

    서진욱Human-Computer Interaction Lab

    관련 논문 1편비중 2%
    • 2025Leveraging Multimodal LLM for Inspirational User Interface Search CHI
  103. SNU머신러닝

    이정우CML Lab

    관련 논문 1편비중 2%
    • 2025Deterministic Uncertainty Estimation for Multi-modal Regression with Deep Neural Networks IEEE Access
  104. SNU컴퓨터 비전

    이준석VIP Lab

    관련 논문 1편비중 2%
    • 2025Mixture of Conditional Attention for Multimodal Fusion in Sequential Recommendation PAKDD
  105. KAIST머신러닝

    양은호MLI Lab

    관련 논문 1편비중 1%
    • 2025Playing the Fool: Jailbreaking LLMs and Multimodal LLMs with Out-of-Distribution Strategy CVPR
  106. KAIST자연어처리·LLM

    오혜연U&I Lab

    관련 논문 1편비중 1%
    • 2025When Tom Eats Kimchi: Evaluating Cultural Bias of Multimodal Large Language Models in Cultural Mixture Contexts NAACL
  107. Yonsei자연어처리·LLM

    여진영Language & AGI Lab

    관련 논문 1편비중 2%
    • 2025Predicting Branch Retinal Vein Occlusion Development using Multimodal Deep Learning and Pre-onset Fundus Hemisection Images Scientific Reports
  108. SNU로보틱스

    이영운Scalable Robot Learning Lab

    관련 논문 1편비중 6%
    • 2024The Power of the Senses: Generalizable Manipulation from Vision and Touch through Masked Multimodal Learning IROS
  109. SNU머신러닝2026 업데이트 중

    강명주NCIA Lab

    관련 논문 1편비중 3%
    • 2024FLEUR: An Explainable Reference-Free Evaluation Metric for Image Captioning Using a Large Multimodal Model ACL
  110. KAIST머신러닝

    문일철AAI Lab

    관련 논문 1편비중 3%
    • 2024DPO-Finetuned Large Multi-Modal Planner with Retrieval-Augmented Generation ICML
  111. POSTECH머신러닝

    이재호EffL Lab

    관련 논문 1편비중 3%
    • 2024SCANNER: Knowledge-Enhanced Approach for Robust Multi-modal Named Entity Recognition of Unseen Entities NAACL
  112. SNU머신러닝

    장병탁BI Lab

    관련 논문 1편비중 1%
    • 2023Instruction-Tuned Self-Questioning Framework for Multimodal Reasoning ICCV
  113. Yonsei데이터 마이닝

    이경호ICL

    관련 논문 1편비중 4%
    • 2023Cross-Modal Contrastive Learning for Aspect-based Recommendation Information Fusion
  114. Yonsei자연어처리·LLM

    한요섭TOC Lab

    관련 논문 1편비중 2%
    • 2023An Empirical Study on Multimodal Activity Clustering of Android Applications IEEE Access
  115. SNU컴퓨터 비전

    이경무, 한보형CV Lab

    관련 논문 1편비중 1%
    • 2023Multi-Modal Representation Learning with Text-Driven Soft Masks CVPR