주제로 연구실 찾기

1. KAIST·머신러닝

   윤세영OSI Lab

   관련도관련 논문 11편비중 8%연구 분야에 명시
   • 2026From Belief Entrenchment to Robust Reasoning in LLM AgentsTACL
   • 2026Predicting LLM Reasoning Performance with Small Proxy ModelICLR
   • 2026Process-Verified Reinforcement Learning for Theorem Proving via LeanICLR
2. KAIST·머신러닝

   황성주MLAI Lab

   관련도관련 논문 9편비중 9%
   • 2026Agent Explorative Policy Optimization for Multimodal Agentic ReasoningNeurIPS
   • 2026MultihopSpatial: Multi-hop Compositional Spatial Reasoning Benchmark for Vision-Language ModelECCV
   • 2026Multimodal Collaborative Debate for Zero-Shot Time Series ReasoningEMNLP
3. KAIST·머신러닝

   신진우ALIN Lab

   관련도관련 논문 10편비중 8%
   • 2026ExComm: Exploration-Stage Communication for Error-Resilient Agentic Test-Time ScalingNeurIPS
   • 2026Latent Reasoning in Continuous Space for Unified Multimodal ModelsNeurIPS
   • 2026SpatialBoost: Enhancing Visual Representation through Language-Guided ReasoningECCV
4. SNU·자연어처리·LLM

   유영재PI Lab

   관련도관련 논문 9편비중 9%연구 분야에 명시
   • 2026Pushing on Multilingual Reasoning Models with Language-Mixed Chain-of-ThoughtICLR
   • 2026What MLLMs Learn about When they Learn about Multimodal ReasoningNeurIPS
   • 2026Revisiting the Uniform Information Density Hypothesis in LLM ReasoningACL Findings
5. KAIST·AI for Science

   최윤재

   관련도관련 논문 10편비중 16%
   • 2026ECG-Reasoning-Benchmark: A Benchmark for Evaluating Clinical Reasoning Capabilities in ECG InterpretationNeurIPS
   • 2026Towards Error-Free EHRs: Reasoning-Intensive Consistency Verification Between Clinical Notes and Structured Tables in Electronic Health RecordsNeurIPS
   • 2026Enhancing LLMs' Clinical Reasoning with Real-World Data from a Nationwide Sepsis RegistryMLHC
6. Yonsei·자연어처리·LLM

   김재형ML3 Lab

   관련도관련 논문 8편비중 17%
   • 2026EMCee: Improving Multilingual Capability of LLMs via Bridging Knowledge and Reasoning with Extracted Synthetic Multilingual ContextACL
   • 2026RPM: Reasoning-Level Personalization for Black-Box Large Language ModelsICLR
   • 2026Test-Time Scaling in Diffusion LLMs via Hidden Semi-Autoregressive ExpertsICLR
7. Yonsei·자연어처리·LLM

   여진영Language & AGI Lab

   관련도관련 논문 10편비중 20%
   • 2026Success and Failure of Human–AI Collaboration in Clinical Reasoning: An Experimental Study on Challenging Real-World CasesInternational Journal of Medical Informatics
   • 2025Review-driven Personalized Preference Reasoning with Large Language Models for RecommendationSIGIR
   • 2025One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RLACL
8. SNU·자연어처리·LLM

   정교민MI Lab

   관련도관련 논문 5편비중 7%연구 분야에 명시
   • 2026Are We Measuring Strategy or Phrasing? The Gap Between Surface- and Approach-Level Diversity in LLM Math ReasoningEMNLP
   • 2026Confidence-Guided Stepwise Model Routing for Cost-Efficient ReasoningAAAI
   • 2026Reliability-Aware Adaptive Self-Consistency for Efficient Sampling in LLM ReasoningACL Findings
9. KAIST·머신러닝

   양은호MLI Lab

   관련도관련 논문 7편비중 9%
   • 2026CollabVR: Collaborative Video Reasoning with Vision-Language and Video Generation ModelsNeurIPS
   • 2026Progress by Pieces: Test-Time Scaling for Autoregressive Image GenerationCVPR
   • 2026Verifying Meta-Awareness via Predictive Rewards in Reasoning ModelsICML
10. POSTECH·컴퓨터 비전

    곽수하, 조민수, 손진희CV Lab

    관련도관련 논문 7편비중 6%
    • 2026DextER: Language-driven Dexterous Grasp Generation with Embodied ReasoningCVPR
    • 2026Hide to See: Reasoning-prefix Masking for Visual-anchored Thinking in VLM DistillationNeurIPS
    • 2026Latent Reasoning in Continuous Space for Unified Multimodal ModelsNeurIPS
11. Yonsei·자연어처리·LLM

    이동하DLI Lab

    관련도관련 논문 8편비중 14%
    • 2026Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented AgentsICML
    • 2026Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User HistoryICML
    • 2026RPM: Reasoning-Level Personalization for Black-Box Large Language ModelsICLR
12. KU·자연어처리·LLM

    임희석NLP&AI Lab

    관련도관련 논문 9편비중 9%
    • 2026DART: Draft-Agreement Routing for Training-Free Adaptive Thinking Budgets in Hybrid Reasoning ModelsEMNLP Findings
    • 2026SERA: Self-referential assessment framework for bidirectional generative commonsense reasoningKnowledge-Based Systems
    • 2026ThinkFuse: Trajectory-Aware Test-Time Fusion for Small Reasoning ModelsEMNLP Findings
13. SNU·자연어처리·LLM

    황승원LDI Lab

    관련도관련 논문 6편비중 8%
    • 2026Adaptive Retrieval for ReasoningACL
    • 2026ANI: Adaptive Numerical Injection for Unifying Semantic and Arithmetic Representations in Numerical ReasoningEMNLP
    • 2026Beyond Markovian Forgetfulness: Episodic Memory for Reasoning-Intensive RetrievalACL
14. KAIST·자연어처리·LLM

    김현우COCO Lab

    관련도관련 논문 4편비중 21%연구 분야에 명시
    • 2026Long Grounded Thoughts: Distilling Compositional Visual Reasoning Chains at ScaleICML
    • 2026Social World Models: Universal Structured Representation for Social ReasoningCOLM
    • 2025Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right QuestionsEMNLP
15. SNU·자연어처리·LLM

    이재윤SKI-ML Lab

    관련도관련 논문 5편비중 19%연구 분야에 명시
    • 2026Generalizing Numerical Reasoning in Table Data through Operation Sketches and Self-Supervised LearningTACL
    • 2026Latent Self-Consistency for Reliable Majority-Set Selection in Short- and Long-Answer ReasoningAAAI
    • 2024Towards Efficient Visual-Language Alignment of the Q-Former for Visual Reasoning TasksEMNLP Findings
16. KU·머신러닝

    이성환PRML Lab

    관련도관련 논문 6편비중 3%
    • 2026Conditioning Activation Interventions on Evolving Reasoning States in Large Language ModelsEMNLP Findings
    • 2026DCR-TSF: Dual-Level Compositional Reasoning with Triadic Spherical Fusion for Training-Free Zero-Shot Composed Image RetrievalACCV
    • 2026Negative Contrastive Chain-of-Thought Distillation for Transfer Reasoning Capability to Small Language ModelsIEEE Access
17. SNU·자연어처리·LLM

    조요한

    관련도관련 논문 5편비중 9%연구 분야에 명시
    • 2026ThinkBrake: Efficient Reasoning via Log-Probability Margin Guided DecodingACL Findings
    • 2026SHAPE of Chain-of-Thought in Math ReasoningICML
    • 2023FactKG: Fact Verification via Reasoning on Knowledge GraphsACL
18. Yonsei·머신러닝

    조성배SCLAB

    관련도관련 논문 5편비중 7%
    • 2026Injecting Context via Situation Working Memory for Logical Reasoning with LLMsACL
    • 2026Adaptive Beam Search with Shannon Entropy for Data-centric Reasoning in LLMsPAKDD
    • 2026Spatial Reasoning in Large Vision-Language Models via Egocentric-to-Allocentric TransformationEMNLP Findings
19. KAIST·데이터 마이닝

    박찬영DSAIL

    관련도관련 논문 5편비중 5%
    • 2026Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented AgentsICML
    • 2026CompoDistill: Attention Distillation for Compositional Reasoning in Multimodal LLMsICLR
    • 2026Reasoning Structure Matters for Safety Alignment of Reasoning ModelsACL
20. KU·자연어처리·LLM

    이상근Data Intelligence Lab

    관련도관련 논문 4편비중 11%연구 분야에 명시
    • 2026RL-ARC: Calibrating Large Reasoning Models via Reasoning-guided UncertaintyIJCNLP-AACL
    • 2025Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense ReasoningEMNLP
    • 2024Zero-shot Commonsense Reasoning over Machine ImaginationEMNLP Findings
21. KAIST·자연어처리·LLM

    서민준LK Lab

    관련도관련 논문 7편비중 11%
    • 2026The CoT Encyclopedia: Analyzing, Predicting, and Controlling how a Reasoning Model will ThinkICLR
    • 2025Reasoning Models Better Express Their ConfidenceNeurIPS
    • 2024Hierarchical Deconstruction of LLM Reasoning: A Graph-Based Framework for Analyzing Knowledge UtilizationEMNLP
22. KAIST·컴퓨터 비전

    홍승훈Vision and Learning Lab

    관련도관련 논문 4편비중 11%
    • 2026Multi-View Relational Distillation for Spatial Reasoning with Vision-Language ModelsNeurIPS
    • 2026MUX: Continuous Reasoning via Multiplexed TokensNeurIPS
    • 2026HyperThink: Text-to-parameter hypernetworks for efficient reasoningCOLM
23. KAIST·컴퓨터 비전

    심현정CVML Lab

    관련도관련 논문 4편비중 8%
    • 2026CoT-PL: Chain-of-Thought Pseudo-Labeling for Open-Vocabulary Object DetectionECCV
    • 2026Dense Reward for Multi-View 3D Reasoning with Global Maps and Local ViewsECCV
    • 2026What 'Not' to Detect: Negation-Aware VLMs via Structured Reasoning and Token MergingICLR
24. SNU·머신러닝

    윤성로AI Lab

    관련도관련 논문 5편비중 5%
    • 2026Balancing Gradient Frequencies Facilitates Inductive Inference in Algorithmic ReasoningTPAMI
    • 2026HEAR Who Said What: Unlocking Speaker-Attributed Reasoning via Counterfactual Voice GroundingEMNLP
    • 2026Verbal-R3: Verbal Reranker as the Missing Bridge between Retrieval and ReasoningACL
25. KU·머신러닝

    김성웅, 임성빈AGI Lab

    관련도관련 논문 4편비중 13%
    • 2026FiRe: Fine-grained Multimodal Reasoning for Enhanced Image GenerationNeurIPS
    • 2026Plan-and-Verify Video Reward Reasoning with Spatio-Temporal Scene Graph GroundingEMNLP
    • 2026RetroReasoner: A Reasoning LLM for Strategic Retrosynthesis PredictionEMNLP Findings
26. KAIST·컴퓨터 비전

    김승룡CV Lab

    관련도관련 논문 4편비중 3%
    • 2026SpatialClaw: Rethinking Action Interface for Agentic Spatial ReasoningNeurIPS
    • 2026Effective Test-Time Scaling of Discrete Diffusion through Iterative RefinementICML
    • 2026One Loss Is Not Enough: Cross-Objective Structured Pruning for Reasoning Vision–Language–Action ModelsNeurIPS
27. Yonsei·데이터 마이닝

    장백철ANDLab

    관련도관련 논문 4편비중 11%
    • 2026ABED: Abductive Bidirectional Entailment Diagnosis for Open-World Logical ReasoningEMNLP
    • 2026PROGRAM: Programmatic Retrieval Optimization with Generative Reasoning and Augmented Multi-queriesACL Findings
    • 2026Multi-Axial Analysis of Clinical Reasoning in Large Language Models: Inter-Verifier Disagreement and Its Implications for Automated EvaluationJMS
28. SNU·머신러닝

    김태섭LAAL Lab

    관련도관련 논문 4편비중 11%
    • 2026EpiCaR: Knowing What You Don't Know Matters for Better Reasoning in LLMsACL
    • 2026From Noise to Diversity: Random Embedding Injection in LLM ReasoningNeurIPS
    • 2026KoSimpleQA: A Korean Factuality Benchmark with an Analysis of Reasoning LLMsCOLM
29. KU·음성·오디오

    김찬우SLPL

    관련도관련 논문 4편비중 16%
    • 2026HiGraph: Explicit Discrepancy Reasoning with Hierarchical Graph Propagation for Joint Pronunciation AssessmentEMNLP Findings
    • 2026TOOLDF: Tool-Integrated Reasoning for Mixed-Authenticity Audio Deepfake DetectionEMNLP Findings
    • 2025Reasoning-Based Approach with Chain-of-Thought for Alzheimer’s Detection Using Speech and Large Language ModelsINTERSPEECH
30. Yonsei·머신러닝

    손지용ITML Lab

    관련도관련 논문 3편비중 13%연구 분야에 명시
    • 2025Enhancing Compositional Reasoning in CLIP via Reconstruction and Alignment of Text DescriptionsNeurIPS
    • 2024Can Separators Improve Chain-of-Thought Prompting?IEEE FLLM
    • 2024ERD: A Framework for Improving LLM Reasoning for Cognitive Distortion ClassificationNAACL
31. SNU·컴퓨터 비전

    김건희Vision & Learning Lab

    관련도관련 논문 4편비중 7%
    • 2026Critical or Compliant? The Double-Edged Sword of Reasoning in Chain-of-Thought ExplanationsEMNLP
    • 2026Hybrid Deep Searcher: Scalable Parallel and Sequential Search ReasoningICLR
    • 2026Cognitive Chain-of-Thought (COCOT): Structured Multimodal Reasoning about Social SituationsCOLM
32. KAIST·머신러닝

    안성수SPML Lab

    관련도관련 논문 4편비중 8%
    • 2026Latent Veracity Inference for Identifying Errors in Stepwise ReasoningICLR
    • 2025MT-Mol: Multi Agent System with Tool-based Reasoning for Molecular OptimizationEMNLP
    • 2025Self-Training Large Language Models with Confident ReasoningEMNLP
33. KAIST·자연어처리·LLM

    오혜연U&I Lab

    관련도관련 논문 4편비중 5%
    • 2026Are they lovers or friends? Evaluating LLMs' Social Reasoning in English and Korean DialoguesACL
    • 2026Beneath the Surface of Chains-of-Thought: A Mechanistic Interpretation of Reasoning Operations in LLMsEMNLP
    • 2025Does Rationale Quality Matter? Enhancing Mental Disorder Detection via Selective Reasoning DistillationACL Findings
34. SNU·자연어처리·LLM

    도재영AIDAS Lab

    관련도관련 논문 3편비중 9%
    • 2026RFEval: Benchmarking Reasoning Faithfulness under Counterfactual Reasoning Intervention in Large Reasoning ModelsICLR
    • 2026VIRST: Video-Instructed Reasoning Assistant for SpatioTemporal SegmentationCVPR
    • 2026MI-CXR: A Benchmark for Longitudinal Reasoning over Multi-Interval Chest X-raysACL Findings
35. POSTECH·자연어처리·LLM

    이근배, 김형훈NLP Lab

    관련도관련 논문 4편비중 5%
    • 2026Why Do Multilingual Reasoning Gaps Emerge in Reasoning Language Models?ACL Findings
    • 2025KoBLEX: Open Legal Question Answering with Multi-hop ReasoningEMNLP
    • 2025Multimodal Cognitive Reframing Therapy via Multi-hop Psychotherapeutic ReasoningNAACL
36. SNU·데이터 마이닝

    박현우DIAL Lab

    관련도관련 논문 3편비중 8%
    • 2026From Text to Structure: The PACKaGE Benchmark for Bidirectional Causal Reasoning in Paragraphs and GraphsEMNLP
    • 2026Faithful yet Collusive: Why Chain-of-Thought Monitoring Cannot Detect Collusion in LLM Pricing Agents under Oligopolistic CompetitionEMNLP Findings
    • 2026InteractiveKG: Transparent and User-Controllable Knowledge Graph ReasoningPacificVis
37. SNU·머신러닝

    장병탁BI Lab

    관련도관련 논문 2편비중 3%연구 분야에 명시
    • 2025Confidence-guided Refinement Reasoning for Zero-shot Question AnsweringEMNLP
    • 2023Instruction-Tuned Self-Questioning Framework for Multimodal ReasoningICCV
38. KAIST·AI 시스템

    한동수INA Lab

    관련도관련 논문 1편비중 4%연구 분야에 명시
    • 2026Collaborative Reasoning Distillation via Cross-Feedback and Coherent CurationNeurIPS
39. KAIST·머신러닝

    최재식SAIL Lab

    관련도관련 논문 1편비중 2%연구 분야에 명시
    • 2026K-MetBench: A Multi-Dimensional Benchmark for Fine-Grained Evaluation of Expert Reasoning, Locality, and Multimodality in MeteorologyACL Findings
40. KAIST·자연어처리·LLM

    임경태MLP Lab

    관련도관련 논문 3편비중 8%
    • 2026Planning Before Reasoning: A Vision-Language Dataset for Structured Stepwise Reasoning in Document UnderstandingEMNLP Findings
    • 2026Which Language Should a Skeleton Speak? Language Choices in Multilingual ReasoningEMNLP Findings
    • 2025ScholarBench: A Bilingual Benchmark for Abstraction, Comprehension, and Reasoning Evaluation in Academic ContextsEMNLP Findings
41. KAIST·데이터 마이닝

    황지영Big Data Intelligence Lab

    관련도관련 논문 4편비중 19%
    • 2026Bridging Concepts: Multi-Agent Reasoning over Scientific Concept Graphs for High-Impact Research PredictionCIKM
    • 2025Stability and Generalization Capability of Subgraph Reasoning Models for Inductive Knowledge Graph CompletionICML
    • 2023Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link PredictionAAAI
42. POSTECH·머신러닝

    김동우, 옥정슬, 박상돈, 박은혁ML Lab

    관련도관련 논문 3편비중 3%
    • 2026LoopCD: Loop-wise Contrastive Decoding for Improving Reasoning in Looped Language ModelsEMNLP
    • 2026VIRO: Robust and Efficient Neuro-Symbolic Reasoning with Verification for Referring Expression ComprehensionCVPR
    • 2025Self-Training Large Language Models with Confident ReasoningEMNLP Findings
43. KAIST·AI 시스템2026 업데이트 중

    김세훈SEAL

    관련도관련 논문 1편비중 7%연구 분야에 명시
    • 2025Multipole Attention for Efficient Long Context ReasoningNeurIPS
44. KAIST·인간-AI 상호작용

    김주호KIXLAB

    관련도관련 논문 3편비중 3%
    • 2026STEPwise: Diagnosing Students' Math Problem-Solving Skills via LLM-Generated Stepwise Sub-QuestionsAIED
    • 2026Supporting Design Reasoning in AI-assisted Interface Prototyping for HCI ResearchCHI
    • 2024Using Large Language Models To Diagnose Math Problem-solving Skills At ScaleL@S
45. KAIST·컴퓨터 비전

    윤국진VI Lab

    관련도관련 논문 3편비중 3%
    • 2026SRA: Spatial Reasoning Adapter via Evolving Social Interaction Graphs for Trajectory PredictionNeurIPS
    • 2026Triggering Generalist Reasoning via Predictive Uncertainty for Dual-System VLANeurIPS
    • 2023Leveraging Future Relationship Reasoning for Vehicle Trajectory PredictionICLR
46. KAIST·AI 시스템

    유민수VIA Research Group

    관련도관련 논문 2편비중 7%
    • 2026PASCAL: A Phase-Aware Scheduling Algorithm for Serving Reasoning-based Large Language ModelsHPCA
    • 2026The Cost of Dynamic Reasoning: Demystifying AI Agents and Test-Time Scaling from an AI Infrastructure PerspectiveHPCA
47. KAIST·머신러닝

    안성진MLML

    관련도관련 논문 2편비중 7%
    • 2026Generative Recursive ReasoningNeurIPS
    • 2026Latent Veracity Inference for Identifying Errors in Stepwise ReasoningICLR
48. SNU·로보틱스

    최준원ADR Lab

    관련도관련 논문 2편비중 5%
    • 2026SafeDrive: Fine-Grained Safety Reasoning for End-to-End Driving in a Sparse WorldCVPR
    • 2026RAISA: A Vision-based Intelligent Safety Guidance Agent for Railway Operations via Modular Prompt-Orchestrated ReasoningIEEE Open Journal of Intelligent Transportation Systems
49. Yonsei·컴퓨터 비전

    김선주CIPLab

    관련도관련 논문 2편비중 4%
    • 2026Decomposed Attention Fusion in MLLMs for Training-Free Video Reasoning SegmentationICLR
    • 2026Reading the Unreadable: Text-Aware Image Super-Resolution Needs ReasoningNeurIPS
50. SNU·컴퓨터 비전

    이준석VIP Lab

    관련도관련 논문 2편비중 4%
    • 2026From Matching to Reasoning: Query-Aware Long Video SummarizationNeurIPS
    • 2026Depth-aware detection of hanging objects for state reasoning in construction sitesAutomation in Construction
51. KAIST·컴퓨터 비전

    김현우MLV Lab

    관련도관련 논문 2편비중 3%
    • 2026Reason in the Words You Speak: Idiolectal Paraphrasing Off-Policy Traces for Reasoning Distillation in VideoLLMsNeurIPS
    • 2026VideoSearch-R1: Iterative Video Retrieval and Reasoning via Soft Query RefinementECCV
52. KAIST·컴퓨터 비전

    김준모SIIT Lab

    관련도관련 논문 2편비중 2%
    • 2026</think> Doesn't Stop Reasoning: Analysis of Spurious CoT TerminationEMNLP
    • 2026Calibration-Free Early Stopping for Chain-of-Thought Reasoning via E-processesEMNLP Findings
53. SNU·머신러닝

    박건웅Data Science & Machine Learning Lab

    관련도연구 분야에 명시
54. KAIST·머신러닝

    정혜원IIDS Lab

    관련도연구 분야에 명시
55. KU·머신러닝

    이창희AIX

    관련도연구 분야에 명시
56. KU·로보틱스

    최성준Robot Intelligence Lab

    관련도관련 논문 3편비중 9%
    • 2025A Unified Framework for Motion Reasoning and Generation in Human InteractionICCV
    • 2024SPOTS: Stable Placement of Objects with Reasoning in Semi-Autonomous Teleoperation SystemsICRA
    • 2024Visual Preference Inference: An Image Sequence-Based Preference Reasoning in Tabletop Object ManipulationIROS
57. KAIST·머신러닝

    오성준STAI Lab

    관련도관련 논문 2편비중 4%
    • 2026CRISP: Compositional Reasoning over Images via Stackable Programs for VLMsNeurIPS
    • 2025Leaky Thoughts: Large Reasoning Models Are Not Private ThinkersEMNLP
58. Yonsei·데이터 마이닝

    박상현DELAB

    관련도관련 논문 2편비중 4%
    • 2026SpiralThinker: Latent Reasoning through an Iterative Process with Text-Latent InterleavingACL
    • 2025TinyThinker_Distilling Reasoning through Coarse-to-Fine Knowledge Internalization with Self-ReflectionNAACL
59. KU·머신러닝

    이병준Decision Making Lab

    관련도관련 논문 2편비중 6%
    • 2026Neural MCTS with LLM Guidance for Effective Program Synthesis on Abstraction and Reasoning CorpusMachine Learning
    • 2024ARCLE: The Abstract and Reasoning Corpus Learning Environment for Reinforcement LearningCoLLAs
60. Yonsei·머신러닝

    노승문AI-ISL

    관련도관련 논문 2편비중 5%
    • 2025R-TOFU: Unlearning in Large Reasoning ModelsEMNLP
    • 2025SAFEPATH: Preventing Harmful Reasoning in Chain-of-Thought via Early AlignmentNeurIPS

+36

2026 논문이 아직 반영되지 않은 연구실은 결과에서 불리할 수 있어요.