주제로 연구실 찾기

1. KAIST·자연어처리·LLM

   오혜연U&I Lab

   관련도관련 논문 35편비중 44%
   • 2026Are they lovers or friends? Evaluating LLMs' Social Reasoning in English and Korean DialoguesACL
   • 2026Benchmarks Are Not Atomic: Composition-Aware LLM Evaluation using BenchHubNeurIPS
   • 2026Beneath the Surface of Chains-of-Thought: A Mechanistic Interpretation of Reasoning Operations in LLMsEMNLP
2. KAIST·머신러닝

   윤세영OSI Lab

   관련도관련 논문 36편비중 25%
   • 2026From Belief Entrenchment to Robust Reasoning in LLM AgentsTACL
   • 2026Group-Normalized Implicit Value Optimization for Language ModelsICLR
   • 2026Hybrid Architectures for Language Models: Systematic Analysis and Design InsightsTMLR
3. KAIST·인간-AI 상호작용

   김주호KIXLAB

   관련도관련 논문 33편비중 34%
   • 2026Authorship Drift: How Self-Efficacy and Trust Evolve During LLM-Assisted WritingCHI
   • 2026CANVAS: A Benchmark for Vision-Language Models on Tool-Based User Interface DesignAAAI
   • 2026Evalet: Evaluating Large Language Models by Fragmenting Outputs into FunctionsCHI
4. KAIST·머신러닝

   황성주MLAI Lab

   관련도관련 논문 27편비중 26%
   • 2026It Takes Two: Complementary Self-Distillation for Contextual Integrity in LLMsNeurIPS
   • 2026LS-Merge: Merging Language Models in Latent SpaceICLR
   • 2026Multi-View Encoders for Performance Prediction in LLM-Based Agentic WorkflowsICLR
5. KAIST·머신러닝

   양은호MLI Lab

   관련도관련 논문 20편비중 25%
   • 2026LFQ: Logit-aware Final-block Quantization for Boosting the Generation Quality of Low-Bit Quantized LLMsICML
   • 2026No Prompt Left Behind: Exploiting Zero-Variance Prompts in LLM Reinforcement Learning via Entropy-Guided Advantage ShapingICLR
   • 2026When to Ensemble: Identifying Token-Level Points for Stable and Fast LLM EnsemblingICLR
6. KAIST·자연어처리·LLM

   서민준LK Lab

   관련도관련 논문 28편비중 42%
   • 2026Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge StreamsACL
   • 2026Early Decisions Matter: Proximity Bias and Initial Trajectory Shaping in Non-Autoregressive Diffusion Language ModelsICML
   • 2025How Does Vision-Language Adaptation Impact the Safety of Vision Language Models?ICLR
7. KAIST·데이터 마이닝

   박찬영DSAIL

   관련도관련 논문 18편비중 18%
   • 2026A Behavioral Trait Leaks into Preferences: Diagnosing Trait Interference in LLM User SimulatorsCIKM
   • 2026A Structured LLM Framework for Inorganic Material Synthesis PlanningNeurIPS
   • 2026CompoDistill: Attention Distillation for Compositional Reasoning in Multimodal LLMsICLR
8. KAIST·AI 시스템

   김주영CAST Lab

   관련도관련 논문 15편비중 22%연구 분야에 명시
   • 2026Adelia: A 4-nm LLM Processing Unit with Streamlined Dataflow and Dual-Mode Parallelism for Maximizing Hardware EfficiencyJSSC
   • 2026Cassandra: Enabling Reasoning LLMs at Edge via Self-Speculative DecodingISCA
   • 2026Distance Is Not Enough: Forget-Retain Alignment Gap Predicts LLM Relearning RobustnessEMNLP
9. KAIST·컴퓨터 비전

   노용만IVY Lab

   관련도관련 논문 15편비중 20%연구 분야에 명시
   • 2026A Causal Lens on Non-RGB Vision Sensor Understanding in Vision Language ModelsIEEE TIP
   • 2026Diffusion Large Language Models for Visual Speech RecognitionEMNLP
   • 2026Emotion-Coherent Reasoning for Multimodal LLMs via Emotional Rationale VerifierAAAI
10. KAIST·머신러닝

    신진우ALIN Lab

    관련도관련 논문 21편비중 16%
    • 2026DoG: Sniffing Out Overconfidence in LLM Agents via Post-hoc Trajectory RestructuringNeurIPS
    • 2026Vision-aligned Latent Reasoning for Multi-Modal Large Language ModelICML
    • 2026Correct Answers from Sound Reasoning: Verifiable Process Supervision for Language ModelsCOLM
11. KAIST·컴퓨터 비전

    주재걸DAVIAN Lab

    관련도관련 논문 16편비중 12%
    • 2026A Dual-Expert Strategy Integrating LLMs to Mitigate Negative Transfer in Cross-Domain Sequential RecommendationCIKM
    • 2026ExpGuard: LLM Content Moderation in Specialized DomainsICLR
    • 2026More Than What Was Chosen: LLM-based Explainable Recommendation Beyond Noisy User PreferencesICLR
12. KAIST·음성·오디오

    정준선Multimodal AI Lab

    관련도관련 논문 13편비중 14%
    • 2026Acoustic Prompting via Stage-wise Modulation for Few-Shot Learning in Audio Language ModelsINTERSPEECH
    • 2026FastAV: Efficient Token Pruning for Audio-Visual Large Language Model InferenceICASSP
    • 2026Hear you are: Teaching LLMs Spatial Reasoning with Vision and Spatial SoundCVPR
13. KAIST·머신러닝

    오성준STAI Lab

    관련도관련 논문 11편비중 24%연구 분야에 명시
    • 2026Dr.LLM: Dynamic Layer Routing for LLMsICLR
    • 2026It Takes Two: Complementary Self-Distillation for Contextual Integrity in LLMsNeurIPS
    • 2026Privacy Collapse: Benign Fine-Tuning Can Break Contextual Privacy in Language ModelsACL
14. KAIST·컴퓨터 비전

    김승룡CV Lab

    관련도관련 논문 11편비중 10%
    • 20264DP-QA: Scalable QA for 4D Perception in Vision Language ModelsCVPR
    • 2026Entropy-Gradient Grounding: Training-Free Evidence Retrieval in Vision-Language ModelsECCV
    • 2026Geometric Latent Diffusion: Repurposing Geometric Foundation Models for Multi-view DiffusionECCV
15. KAIST·자연어처리·LLM

    임경태MLP Lab

    관련도관련 논문 8편비중 21%연구 분야에 명시
    • 2026Distribution-aware Language Neuron Identification in Multilingual Large Language ModelsEMNLP
    • 2026Social Dynamics as Critical Vulnerabilities that Undermine Objective Decision-Making in LLM CollectivesACL
    • 2026Beyond Black Boxes: Explainable Face Anti-Spoofing with Vision-Language ModelsScientific Reports
16. KAIST·컴퓨터 비전

    오태현AMI Lab

    관련도관련 논문 12편비중 12%
    • 2026Aligning What Vision-Language Models See and Perceive with Adaptive Information FlowCVPR
    • 2026Hear, Localize, and Reason: Spatially Aware Scene Understanding for Audio-visual LLMsNeurIPS
    • 2026SMILE-Next: Teaching Large Language Models to Detect, Classify, and Reason about LaughterACL
17. KAIST·데이터 마이닝

    신기정Data Mining Lab

    관련도관련 논문 10편비중 11%
    • 2026Improving Rare Medication Recommendation with Counterfactual Data Augmentation and Large Language ModelsRecSys
    • 2026Personalized Parameter-Efficient Fine-Tuning of Foundation Models for Multimodal RecommendationWWW
    • 2026Zero-Shot Tabular Learning via Hypergraph Reasoning with LLMsEMNLP
18. KAIST·자연어처리·LLM

    김현우COCO Lab

    관련도관련 논문 8편비중 42%연구 분야에 명시
    • 2026SimpleToM: Exposing the Gap between Explicit ToM Inference and Implicit ToM Application in LLMsICLR
    • 2026XYBench: Can LLMs Respond Pragmatically to Queries with Misconceptions?EMNLP
    • 2025Alpaca against Vicuna: Using LLMs to Uncover Memorization of LLMsNAACL
19. KAIST·AI for Science

    최윤재

    관련도관련 논문 12편비중 19%
    • 2026Enhancing LLMs' Clinical Reasoning with Real-World Data from a Nationwide Sepsis RegistryMLHC
    • 2026Large Language Model–Generated Expansion of the RadLex Ontology: Application to Multinational Datasets of Chest CT ReportsAmerican Journal of Roentgenology
    • 2025Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex ReasoningNAACL
20. KAIST·컴퓨터 비전

    김현우MLV Lab

    관련도관련 논문 10편비중 14%연구 분야에 명시
    • 2026Improving Large Molecular Language Model via Relation-aware Multimodal CollaborationAAAI
    • 2026MoE-GRPO: Optimizing Mixture-of-Experts via Reinforcement Learning in Vision-Language ModelsCVPR
    • 2026Transferable Model-agnostic Vision-Language Model Adaptation for Efficient Weak-to-Strong GeneralizationAAAI
21. KAIST·머신러닝

    이주호SIML Lab

    관련도관련 논문 9편비중 11%
    • 2026Confidence is not universal: task-dependent calibration and emergent behavior in LLMsICML
    • 2026From drift to coherence: stabilizing beliefs in LLMsICML
    • 2026SAVE: sparsity-aware influence estimation for vocabulary-expanded LLMsNeurIPS
22. KAIST·머신러닝

    이기민

    관련도관련 논문 9편비중 20%
    • 2026Entropy-Aware On-Policy Distillation of Language ModelsICML
    • 2026Adversarial Iterative Unit Test Generation with Large Language ModelsICLR
    • 2025Learning to Contextualize Web Pages for Enhanced Decision Making by LLM AgentsICLR
23. KAIST·컴퓨터 비전

    홍승훈Vision and Learning Lab

    관련도관련 논문 6편비중 16%
    • 2026Flock: A Knowledge Graph Foundation Model via Learning on Random WalksICLR
    • 2026Flow Map Language Models: One-step Language Modeling via Continuous DenoisingNeurIPS
    • 2026Multi-View Relational Distillation for Spatial Reasoning with Vision-Language ModelsNeurIPS
24. KAIST·데이터 마이닝

    이재길Data Mining Lab

    관련도관련 논문 7편비중 18%
    • 2026Compositional Spectral Prompts for LLM-based Online Time Series ForecastingCIKM
    • 2026CURE: Cumulative Knowledge Reuse for Efficient Device-Server Hybrid Inference in Vision-Language ModelsECCV
    • 2026Time-PEFT: Temporal and Multichannel Complexity-Based Fine-Tuning for Time-Series Foundation ModelsICML
25. KAIST·데이터 마이닝

    황의종Data Intelligence Lab

    관련도관련 논문 4편비중 17%연구 분야에 명시
    • 2026Harnessing Temporal Databases for Systematic Evaluation of Factual Time-Sensitive Question-Answering in Large Language ModelsICLR
    • 2026DeFrame: Debiasing Large Language Models Against Framing EffectsACL Findings
    • 2026Classroom AI: Large Language Models as Grade-Specific Teachersnpj Artificial Intelligence
26. KAIST·AI 시스템2026 업데이트 중

    김세훈SEAL

    관련도관련 논문 5편비중 36%연구 분야에 명시
    • 2025Squeezed Attention: Accelerating Long Context Length LLM InferenceACL
    • 2024An LLM Compiler for Parallel Function CallingICML
    • 2024KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache QuantizationNeurIPS
27. KAIST·컴퓨터 비전

    심현정CVML Lab

    관련도관련 논문 5편비중 10%
    • 2026Interpretable Debiasing of Vision-Language Models for Social FairnessCVPR
    • 2026Mitigating Perceptual Judgment Bias in Multimodal LLM-as-a-Judge via Perceptual Perturbation and Reward ModelingICML
    • 2026World in a Frame: Understanding Culture Mixing as a New Challenge for Vision-Language ModelsCVPR
28. KAIST·음성·오디오

    남주한MAC Lab

    관련도관련 논문 7편비중 8%
    • 2026LLM-as-a-Judge for Evaluating System Responses in Conversational Music RecommendationRecSys
    • 2026VocalCoachBench: Benchmarking Audio-Language Models on Expert Feedback for SingingNeurIPS
    • 2025Can Large Language Models Predict Audio Effects Parameters from Natural Language?WASPAA
29. KAIST·머신러닝

    최재식SAIL Lab

    관련도관련 논문 6편비중 13%
    • 2026Incomplete Prompt Jailbreaks in Large Language ModelsACL Findings
    • 2025Deontological Keyword Bias: The Impact of Modal Verbs on Normative Judgments of Language ModelsACL
    • 2025A Perspective on Foundation Models in ChemistryJACS Au
30. KAIST·컴퓨터 비전

    김준모SIIT Lab

    관련도관련 논문 5편비중 6%
    • 2026Continuous Audio Thinking for Large Audio Language ModelsNeurIPS
    • 2026Stable-GFlowNet: Toward Diverse and Robust LLM Red-Teaming via Contrastive Trajectory BalanceICML
    • 2026IWP: Token Pruning as Implicit Weight Pruning in Large Vision Language ModelsEMNLP Findings
31. KAIST·머신러닝

    문일철AAI Lab

    관련도관련 논문 4편비중 10%
    • 2026AMiD: Knowledge Distillation for LLMs with $\alpha$-mixture Assistant DistributionICLR
    • 2026Distillation of Large Language Models via Concrete Score MatchingICLR
    • 2026Semantic-aware Wasserstein Policy Regularization for Large Language Model AlignmentICLR
32. KAIST·머신러닝

    안성수SPML Lab

    관련도관련 논문 5편비중 10%
    • 2026DNACHUNKER: Learnable Tokenization for DNA Language ModelsICML
    • 2025Enhancing LLM Agent Safety via Causal Influence PromptingACL
    • 2025Improving Chemical Understanding of LLMs via SMILES ParsingEMNLP
33. KAIST·머신러닝

    김기응AIPR Lab

    관련도관련 논문 4편비중 15%
    • 2026Dynamic Context Allocation for Concurrent Multi-Agent LLMsEMNLP
    • 2026Group-Normalized Implicit Value Optimization for Language ModelsICLR
    • 2026PRISM-VLM: A Multi-Axis Discriminative Benchmark for Compact Vision-Language ModelsEMNLP Findings
34. KAIST·AI for Science

    예종철BISPL

    관련도관련 논문 5편비중 4%
    • 2026Read like a radiologist: Efficient vision-language model for 3d medical imaging interpretationMedical Image Analysis
    • 2026Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMsICML
    • 2024Bidirectional generation of structure and properties through a single molecular foundation modelNature Communications
35. KAIST·AI 시스템

    유민수VIA Research Group

    관련도관련 논문 4편비중 14%
    • 2026PASCAL: A Phase-Aware Scheduling Algorithm for Serving Reasoning-based Large Language ModelsHPCA
    • 2026Exploring KV Cache Quantization in Multimodal Large Language Model InferenceIEEE Computer Architecture Letters
    • 2024vTrain: A Simulation Framework for Evaluating Cost-effective and Compute-optimal Large Language Model TrainingMICRO
36. KAIST·머신러닝

    박진규System Intelligence Lab

    관련도관련 논문 4편비중 8%
    • 2026Active Attacks: Red-teaming LLMs via Adaptive EnvironmentsICML
    • 2026TrajEvo: Designing Trajectory Prediction Heuristics via LLM-driven EvolutionAAAI
    • 2024Large Language Models as Hyper-Heuristics for Combinatorial OptimizationNeurIPS
37. KAIST·데이터 마이닝

    황지영Big Data Intelligence Lab

    관련도관련 논문 2편비중 10%연구 분야에 명시
    • 2025Beneath the Facade: Probing Safety Vulnerabilities in LLMs via Auto-Generated Jailbreak PromptsEMNLP Findings
    • 2023FinePrompt: Unveiling the Role of Finetuned Inductive Bias on Compositional Reasoning in GPT-4EMNLP Findings
38. KAIST·머신러닝

    안성진MLML

    관련도관련 논문 1편비중 3%연구 분야에 명시
    • 2026CrafterDojo: A Suite of Foundation Models for Building Open-Ended Embodied Agents in CrafterNeurIPS
39. KAIST·머신러닝

    성영철SISReL

    관련도관련 논문 3편비중 8%
    • 2026Align as act: Innovations-based reward decomposition for LLM agentsCOML Workshop on Agent Behavior
    • 2026Inject a turn, not a token: Learning where to redirect LLM reasoning for self-correctionCOLM
    • 2025ReflAct: World-grounded decision making in LLM agents via goal-state reflectionEMNLP
40. KAIST·AI 시스템

    한동수INA Lab

    관련도관련 논문 1편비중 4%연구 분야에 명시
    • 2025SpecEdge: Scalable Edge-Assisted Serving Framework for Interactive LLMsNeurIPS
41. KAIST·머신러닝

    문재균

    관련도관련 논문 2편비중 10%
    • 2026Identifying Robust Neural Pathways: Few-Shot Adversarial Mask Tuning for Vision-Language ModelsICLR
    • 2026ProLoG: Hybrid Prompt and LoRA Based Adaptation of Vision-Language Models for OOD GeneralizationAAAI
42. KAIST·컴퓨터 비전

    윤국진VI Lab

    관련도관련 논문 2편비중 2%
    • 2026Ego-human Motion Prediction with 3D-aware LLMECCV
    • 2026Bootstrapping a 4D LiDAR Annotation Tool from Video Foundation ModelsECCV
43. KAIST·머신러닝

    정송

    관련도관련 논문 1편비중 8%
    • 2026LS-Merge: Merging Language Models in Latent SpaceICLR
44. KAIST·로보틱스

    박대형RIRO Lab

    관련도관련 논문 1편비중 7%
    • 2026C2F-SPACE: Coarse-to-Fine Space Grounding for Spatial Instructions using Vision-Language ModelsIntelligent Service Robotics
45. KAIST·데이터 마이닝

    박노성BigDyL

    관련도관련 논문 1편비중 1%
    • 2026Learning Hierarchical Forward Processes For Discrete Diffusion Language ModelsNeurIPS
46. KAIST·로보틱스2026 업데이트 중

    김범준HuGe Lab

    관련도관련 논문 1편비중 8%
    • 2025Prime the Search: Using Large Language Models for Guiding Geometric Task and Motion Planning by Warm-starting Tree SearchIJRR
47. KAIST·컴퓨터 비전

    성민혁Visual AI Group

    관련도관련 논문 1편비중 2%
    • 2025Perspective-Aware Reasoning in Vision-Language Models via Mental Imagery SimulationICCV
48. KAIST·머신러닝

    윤철희OptiML Lab

    관련도관련 논문 1편비중 2%
    • 2025Through the River: Understanding the Benefit of Schedule-Free Methods for Language Model TrainingNeurIPS
49. KAIST·로보틱스

    임재환CLVR Lab

    관련도관련 논문 1편비중 8%
    • 2023Bootstrap Your Own Skills: Learning to Solve New Tasks with Large Language Model GuidanceCoRL

2026 논문이 아직 반영되지 않은 연구실은 결과에서 불리할 수 있어요.