주제로 연구실 찾기

1. SNU·자연어처리·LLM

   조요한

   관련도관련 논문 21편비중 38%연구 분야에 명시
   • 2026Bridging the Knowledge-Prediction Gap in LLMs on Multiple-Choice QuestionsICML
   • 2026Don't Adapt Small Language Models for Tools; Adapt Tool Schemas to the ModelsACL
   • 2026Dual Mechanisms of Value Expression: Intrinsic vs. Prompted Values in LLMsICML
2. SNU·자연어처리·LLM

   정교민MI Lab

   관련도관련 논문 24편비중 32%연구 분야에 명시
   • 2026Are We Measuring Strategy or Phrasing? The Gap Between Surface- and Approach-Level Diversity in LLM Math ReasoningEMNLP
   • 2026How Training Data Shapes the Use of Parametric and In-Context Knowledge in Language ModelsACL
   • 2026Language Shapes Instruction Hierarchy Compliance in Multilingual LLMsEMNLP
3. SNU·자연어처리·LLM

   유영재PI Lab

   관련도관련 논문 26편비중 27%
   • 2026Do Language Models Associate Sound with Meaning? A Multimodal Study of Sound SymbolismAAAI
   • 2026Investigating Counterfactual Unfairness in LLMs towards Identities through HumorACL
   • 2026Soohak: A Mathematician-Curated Benchmark for Evaluating Research-level Math Capabilities of LLMsNeurIPS
4. SNU·인간-AI 상호작용

   강민석

   관련도관련 논문 12편비중 55%연구 분야에 명시
   • 2026COMPASS: A Framework for Evaluating Organization-Specific Policy Alignment in LLMsACL
   • 2026Data-Prompt Co-Evolution: Growing Test Sets to Refine LLM BehaviorCHI
   • 2026Multi-turn Evaluation of Anthropomorphic Behaviours in Large Language ModelsICLR
5. SNU·머신러닝

   윤성로AI Lab

   관련도관련 논문 18편비중 17%
   • 2026Contextualized Visual Personalization in Vision-Language ModelsICML
   • 2026Heads That Write, Not Just Point: Image Retrieval Heads in Vision-Language ModelsNeurIPS
   • 2026Time-Conditioned Foreseeing: An EHR-Specific Foundation Model for Irregular Dynamics and Calendrical TimeICML
6. SNU·머신러닝

   김태섭LAAL Lab

   관련도관련 논문 13편비중 34%
   • 2026EpiCaR: Knowing What You Don't Know Matters for Better Reasoning in LLMsACL
   • 2026From Noise to Diversity: Random Embedding Injection in LLM ReasoningNeurIPS
   • 2026Garbage attention in large language models: Bos sink heads and sink-aware pruningEMNLP
7. SNU·AI 시스템

   김재준VLSI Lab

   관련도관련 논문 11편비중 22%연구 분야에 명시
   • 2026LRAgent: Efficient KV Cache Sharing for Multi-LoRA LLM AgentsICML
   • 2026PRESTE: Preserving Tiny Exponent Precision for Efficient Sub-8-bit LLM Inference and Fine-TuningICCAD
   • 2026QWHA: Quantization-Aware Walsh-Hadamard Adaptation for Parameter-Efficient Fine-Tuning on Large Language ModelsICLR
8. SNU·자연어처리·LLM

   도재영AIDAS Lab

   관련도관련 논문 9편비중 28%연구 분야에 명시
   • 2026MatKV: Trading Compute for Flash Storage in LLM InferenceICDE
   • 2026Medic-AD: Towards Medical Vision-Language Model's Clinical IntelligenceCVPR
   • 2026Unified Static–Dynamic Pruning for Efficient LLM InferenceVLDB
9. SNU·AI for Science

   이동헌BiLab

   관련도관련 논문 9편비중 18%
   • 2026Prediction of Left Ventricular Systolic Dysfunction in Left Bundle Branch Block using a Fine-Tuned ECG Foundation ModelScientific Reports
   • 2026An Interactive LVM–LLM Agent for Dementia Screening: Towards Clinical Translation of Explainable AIECR
   • 2026Generating the radiologist’s first pass: Can one vision-language model screen multi-site, multi-sequence MRI across the whole body?ECR
10. SNU·인간-AI 상호작용

    서봉원Human Centered Computing Lab

    관련도관련 논문 8편비중 16%연구 분야에 명시
    • 2026CodeVoyager: Integrating Interactive Visual Aids with LLMs for Code ComprehensionIUI
    • 2026DEBSIM: Productive Friction for Learning Transfer in LLM-Based Argumentation TutoringITS
    • 2026Supporting or Hindering? Understanding the Divergent Effects of LLM Assistance on Critical Thinking in Academic ReadingCHI
11. SNU·AI 시스템

    이재욱ARC Lab

    관련도관련 논문 9편비중 28%
    • 2026MAGE: All-[MASK] Block Already Knows Where to Look in Block Diffusion LLMNeurIPS
    • 2026SpareTrain: Fault-Tolerant LLM Training via Low-Cost Dual Modular RedundancyICLR
    • 2025DecDEC: A Systems Approach to Advancing Low-Bit LLM QuantizationOSDI
12. SNU·자연어처리·LLM

    황승원LDI Lab

    관련도관련 논문 9편비중 13%연구 분야에 명시
    • 2026Dual-Scale World Memory for LLM Agents towards Hard-Exploration ProblemsICLR
    • 2026SAFE: An LLM-as-Verifier Framework for Evidence-Grounded Multi-Hop ReasoningEMNLP
    • 2025Counterfactual-Consistency Prompting for Relative Temporal Understanding in Large Language ModelsACL
13. SNU·데이터 마이닝

    강필성DSBA Lab

    관련도관련 논문 10편비중 24%
    • 2026AlienLM: Alienization of Language for API-Boundary Privacy in Black-Box LLMsICML
    • 2026Avoid Wasted Annotation Costs in Open-set Active Learning with Pre-trained Vision-Language ModelEngineering Applications of Artificial Intelligence
    • 2026CEREAL: Personality-Driven LLM-based Conversational Recommendation Dataset with Contextually-Enriched and Realistic User InteractionsMultimedia Tools and Applications
14. SNU·컴퓨터 비전

    김건희Vision & Learning Lab

    관련도관련 논문 12편비중 21%
    • 2026WoW-Bench: Evaluating Fine-Grained Acoustic Perception in Audio-Language Models via Marine Mammal VocalizationsACL Findings
    • 2025Behavior-SD: Behaviorally Aware Spoken Dialogue Generation with Large Language ModelsNAACL
    • 2025Can LLMs Deceive CLIP? Benchmarking Adversarial Compositionality of Pre-trained Multimodal Representation via Text UpdatesACL
15. SNU·머신러닝

    송현오Machine Learning Lab

    관련도관련 논문 6편비중 38%연구 분야에 명시
    • 2026Q-Strata: Hierarchical Bit Allocation for Mixed-Precision Quantization of Mixture-of-Experts LLMsEMNLP
    • 2026Rule2DRC: Benchmarking LLM Agents for DRC Script Synthesis with Execution-Guided Test GenerationICML
    • 2025GuidedQuant: Large Language Model Quantization via Exploiting End Loss GuidanceICML
16. SNU·인간-AI 상호작용

    서진욱Human-Computer Interaction Lab

    관련도관련 논문 10편비중 18%
    • 2026Good Fences Make Good Learning: How Self-Directed Language Learners Navigate LLM Delegation DecisionsCHI
    • 2026Penquiry: A Pen-based Interactive In-situ Q&A System Leveraging LLMsUIST
    • 2025Leveraging Multimodal LLM for Inspirational User Interface SearchCHI
17. SNU·AI 시스템

    안정호SCALable Computer Architecture Lab

    관련도관련 논문 6편비중 13%연구 분야에 명시
    • 2026DyLLM: Efficient Diffusion LLM Inference via Saliency-based Token Selection and Partial AttentionICML
    • 2026LILo: Harnessing the On-chip Accelerators in Intel CPUs for Compressed LLM Inference AccelerationHPCA
    • 2026RoMe: Row Granularity Access Memory System for Large Language ModelsHPCA
18. SNU·AI 시스템

    이재진THUNDER Research Group

    관련도관련 논문 5편비중 26%연구 분야에 명시
    • 2026Thunder-NUbench: A benchmark for LLMs’ sentence-level negation understandingEACL Findings
    • 2025KLAAD: Refining Attention Mechanisms to Reduce Societal Bias in Generative Language ModelsEMNLP
    • 2025Assessing Socio-Cultural Alignment and Technical Safety of Sovereign LLMsEMNLP Findings
19. SNU·AI 시스템

    이진호AISys Lab

    관련도관련 논문 5편비중 13%연구 분야에 명시
    • 2026A Cost-Effective Near-Storage Processing Solution for Offline Inference of Long-Context LLMsASPLOS
    • 2026CamoDocs: A Poisoning Attack Against Retrieval-Augmented Language Models Using Camouflaged DocumentsEMNLP
    • 2026Spexis: Speculative Lookahead Scheduling for LLM InferenceEMNLP
20. SNU·컴퓨터 비전

    곽노준MIPAL Lab

    관련도관련 논문 7편비중 8%
    • 2026Fractional Power-of-Two Quantization for Efficient and Effective Multiplier-Free LLM InferenceNeurIPS
    • 2026MoARa: Module-Aware Rank Allocation and Structure-Preserving Decomposition for Low-Rank LLM Pre-trainingEMNLP
    • 2026ReSpinQuant: Efficient Layer-Wise LLM Quantization via Subspace Residual Rotation ApproximationICML
21. SNU·자연어처리·LLM

    이상구IDS Lab

    관련도관련 논문 7편비중 44%
    • 2026CUB: Benchmarking Context Utilisation Techniques for Language ModelsACL
    • 2026Task-aware Block Pruning with Output Distribution Signals for Large Language ModelsEACL Findings
    • 2025A Dual-Layered Evaluation of Geopolitical and Cultural Bias in LLMsACL
22. SNU·데이터 마이닝

    박현우DIAL Lab

    관련도관련 논문 6편비중 16%
    • 2026Great Grave: Modeling Versioned Context Units for Longitudinal LLM InteractionUIST
    • 2026Faithful yet Collusive: Why Chain-of-Thought Monitoring Cannot Detect Collusion in LLM Pricing Agents under Oligopolistic CompetitionEMNLP Findings
    • 2026When Users Don’t Specify: How LLMs Make Design Decisions in Underspecified Data Visualization ContextsPacificVis
23. SNU·자연어처리·LLM

    이재윤SKI-ML Lab

    관련도관련 논문 5편비중 19%연구 분야에 명시
    • 2026Aligning the Brain with Language Models Requires a Nonlinear and Multimodal ApproachCCN Poster
    • 2025BridG MT: Enhancing LLMs' Machine Translation Capabilities with Sentence Bridging and Gradual MTACL Findings
    • 2024Multistage Collaborative Knowledge Distillation from a Large Language Model for Semi-Supervised Sequence GenerationACL
24. SNU·AI 시스템

    전동석MMS Lab

    관련도관련 논문 4편비중 12%연구 분야에 명시
    • 2026TokenDrop: Token-Level Importance-Aware Backward Propagation Skipping for Efficient LLM Fine-TuningICML
    • 2025HiFC: High-efficiency Flash-based KV Cache Swapping for Scaling LLM InferenceNeurIPS
    • 2025CLAT: A Clustering-Based Attention Transformer Accelerator for Low-Latency Text Generation in LLMsTCAS-I
25. SNU·데이터 마이닝

    강유Data Mining Lab

    관련도관련 논문 5편비중 8%
    • 2026SharVeT: Similarity-aware Parameter Sharing with Vector-based Tuning for Efficient LLM CompressionACL
    • 2026Dive: Accurate and Efficient Video Large Language Models for Lifespan Question via Head-wise Visual KV Cache CompressionEMNLP Findings
    • 2025Accurate Sublayer Pruning for Large Language Models by Exploiting Latency and Tunability InformationIJCAI
26. SNU·머신러닝

    장병탁BI Lab

    관련도관련 논문 3편비중 4%연구 분야에 명시
    • 2025On the Consistency of Video Large Language Models in Temporal ComprehensionCVPR
    • 2025The Losing Winner: An LLM Agent that Predicts the Market but Loses MoneyNeurIPS
    • 2024Can Video Large Language Models Comprehend Language in Videos?NeurIPS
27. SNU·컴퓨터 비전

    전세영ICL

    관련도관련 논문 4편비중 6%
    • 2026DictLLM: Post-training Compression of Large Language Model with Dictionary KernelsNeurIPS
    • 2026Strong Helps Weak: Directional Cross-Modal Alignment Transfer in Multi-modal LLMsNeurIPS
    • 2026Uncertainty-guided Compositional Alignment with Part-to-Whole Semantic Representativeness in Hyperbolic Vision-Language ModelsCVPR
28. SNU·AI 시스템

    서지원Machine Learning Systems Lab

    관련도관련 논문 2편비중 17%연구 분야에 명시
    • 2026Spexis: Speculative and Lookahead Scheduling for LLM InferenceEMNLP
    • 2024ExeGPT: Constraint-Aware Resource Scheduling for LLM InferenceASPLOS
29. SNU·음성·오디오

    이교구MARG

    관련도관련 논문 4편비중 5%
    • 2026Auditory Illusion Benchmark for Large Audio Language ModelsICASSP
    • 2026Fast Speech Foundation Model Distillation Using Interleaved StackingINTERSPEECH
    • 2026Toward Open-Set Speaker Attribute Prediction with Keyword-Appended LLM EmbeddingsINTERSPEECH
30. SNU·컴퓨터 비전

    이준석VIP Lab

    관련도관련 논문 4편비중 7%
    • 2026QUATRO: Query-Adaptive Trust Region Policy Optimization for LLM Fine-tuningICML
    • 2026Robust and Interpretable Adaptation of Equivariant Materials Foundation Models via Sparsity-promoting Fine-tuningICLR
    • 2025Local Large Language Models for RecommendationCIKM
31. SNU·AI 시스템

    유승주CMA Lab

    관련도관련 논문 3편비중 17%
    • 2026EntropyCache: Decoded Token Entropy Guided KV Caching for Diffusion Language ModelsNeurIPS
    • 2026Locality-Aware Redundancy Pruning for LLM Depth CompressionEMNLP
    • 2026PN-Mix: Pair-Norm Guided Mixed-Precision Key Cache Quantization for Efficient Long-Output LLM InferenceEMNLP
32. SNU·인간-AI 상호작용2026 업데이트 중

    이준환HCI+D Lab

    관련도관련 논문 4편비중 14%
    • 2025Letters from Future Self: Augmenting the Letter-Exchange Exercise with LLM-based Agents to Enhance Young Adults’ Career ExplorationCHI
    • 2025SPeCtrum: A Grounded Framework for Multidimensional Identity Representation in LLM-Based AgentNAACL
    • 2025Adaptive-VP: A Framework for LLM-Based Virtual Patients that Adapts to Trainees’ Dialogue to Facilitate Nurse Communication TrainingACL Findings
33. SNU·AI for Science

    이종호LIST

    관련도관련 논문 1편비중 3%연구 분야에 명시
    • 2026Strong Helps Weak: Directional Cross-Modal Alignment Transfer in Multi-modal LLMNeurIPS
34. SNU·AI for Science

    김선BHI Lab

    관련도관련 논문 4편비중 7%
    • 2025ADME-Drug-Likeness: Enriching Molecular Foundation Models via Pharmacokinetics-Guided Multi-Task Learning for Drug-likeness PredictionBioinformatics
    • 2025MV-CLAM: Multi-View Molecular Interpretation with Cross-Modal Projection via Language ModelEMNLP Findings
    • 2025Transcriptome-conditioned molecule generation via gene interaction-aware fragment modeling with a GPT-based architectureScientific Reports
35. SNU·AI for Science

    정유성MICC Lab

    관련도관련 논문 4편비중 9%
    • 2025A perspective on Foundation Models in ChemistryJACS Au
    • 2025Explainable Synthesizability Prediction of Inorganic Crystal Polymorphs using Large Language ModelsAngew. Chem. International Ed
    • 2025Synthesis-Aware Materials Redesign via Large Language ModelsJ. Am. Chem. Soc
36. SNU·컴퓨터 비전

    최종현MPR Lab

    관련도관련 논문 3편비중 7%
    • 2026Risk-adaptive Activation Steering for Safe Multimodal Large Language ModelsECCV
    • 2025Representation Bending for Large Language Model SafetyACL
    • 2025Large Language Models Still Exhibit Bias in Long TextACL Findings
37. SNU·인간-AI 상호작용

    권가진CC Lab

    관련도관련 논문 3편비중 14%
    • 2026Deriving Instructional Insights from Human–LLM Co-Evaluation of Student Collaboration in Data-Centric ProgrammingSIGCSE Technical Symposium
    • 2025Capturing Collaborative Competency with GPT-4o and ENAInternational Conference on Computer-Supported Collaborative Learning
    • 2023Does ChatGPT Comprehend the Place Value in Numbers When Solving Math Word Problems?AIED
38. SNU·머신러닝

    이상학Causality Lab

    관련도관련 논문 2편비중 7%
    • 2026A Structural View of Query Misspecification in Causal Foundation ModelsICML
    • 2026Causal Foundation Models Perform Better without Post-treatment VariablesICML
39. SNU·AI 시스템

    김형신AIoT Lab

    관련도관련 논문 2편비중 6%
    • 2026SleepMaMi: A Universal Sleep Foundation Model for Integrating Macro- and Micro-structuresICML
    • 2026Measurement Plasticity: Sensor-Level Adapation for Vision-Language ModelsICML
40. SNU·컴퓨터 비전

    조남익ISPL

    관련도관련 논문 2편비중 3%
    • 2026ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMsICLR
    • 2026Robust Vision-Language Alignment Using Multi-Modal Large Language Models for Open-Vocabulary Semantic SegmentationIEEE Access
41. SNU·데이터 마이닝

    유재민Data AI Lab

    관련도관련 논문 2편비중 7%
    • 2026ItemRAG: Item-Based Retrieval-Augmented Generation for LLM-Based RecommendationSIGIR
    • 2025'Hello, World!': Making GNNs Talk with LLMsEMNLP Findings
42. SNU·AI for Science

    차지욱Connectome Lab

    관련도관련 논문 2편비중 6%
    • 2025DIVER-0: A Fully Channel Equivariant EEG Foundation ModelICML
    • 2025NeuroMamba: A State-Space Foundation Model for Functional MRINeurIPS
43. SNU·AI for Science

    김경수AIBL

    관련도관련 논문 2편비중 6%
    • 2025Token-Supervised Value Models for Enhancing Mathematical Problem-Solving Capabilities of Large Language ModelsICLR
    • 2024Integrating ChatGPT into Secure Hospital Networks: A Case Study on Improving Radiology Report AnalysisCHIL
44. SNU·AI 시스템

    이상원VLDB Lab

    관련도관련 논문 1편비중 10%
    • 2026MatKV: Trading Compute for Flash Storage in LLM InferenceICDE
45. SNU·AI 시스템

    성효진CODE Lab

    관련도관련 논문 1편비중 8%
    • 2026Aurora: A Disaggregated GPU-PNM-PIM System for High-Throughput Mixed-Length LLM InferenceICS
46. SNU·AI 시스템

    엄현상DCS Lab

    관련도관련 논문 1편비중 4%
    • 2026Enabling Zero-Knowledge Proving of Large Language Models on a Consumer GPUMASCOTS
47. SNU·컴퓨터 비전

    김영민3D Vision Lab

    관련도관련 논문 1편비중 2%
    • 2026Point2Act: Efficient 3D Distillation of Multimodal LLMs for Zero-Shot Context-Aware GraspingICRA
48. SNU·머신러닝

    문태섭M.IN.D Lab

    관련도관련 논문 1편비중 2%
    • 2026PopResume: Causal Fairness Evaluation of LLM/VLM Resume Screeners with Population-Representative DatasetEMNLP
49. SNU·컴퓨터 비전

    박재식Visual & Geometric Intelligence Lab

    관련도관련 논문 1편비중 2%
    • 2026Why Far Looks Up: Probing Spatial Representation in Vision-Language ModelsECCV
50. SNU·머신러닝

    이정우CML Lab

    관련도관련 논문 1편비중 2%
    • 2026A Regret Minimization Framework on Preference Learning in Large Language ModelsICML
51. SNU·AI 시스템

    하순회IRIS/CAPLAB

    관련도관련 논문 1편비중 6%
    • 2025Enabling Decoder-only Language Model Inference on a CNN AcceleratorICCAD
52. SNU·로보틱스

    김아영RPM Lab

    관련도관련 논문 1편비중 3%
    • 2025ImLPR: Image-based LiDAR Place Recognition using Vision Foundation ModelsCoRL
53. SNU·AI 시스템

    이영기HCS Lab

    관련도관련 논문 1편비중 3%
    • 2025VLM in a flash: I/O-Efficient Sparsification of Vision-Language Model via Neuron ChunkingNeurIPS
54. SNU·머신러닝

    홍영준MLSC Lab

    관련도관련 논문 1편비중 3%
    • 2025Toward a Robust and Generalizable Metamaterial Foundation Modelnpj Computational Materials

2026 논문이 아직 반영되지 않은 연구실은 결과에서 불리할 수 있어요.