주제로 연구실 찾기

1. KAIST·머신러닝

   윤세영OSI Lab

   관련도관련 논문 9편비중 6%
   • 2026Provably Efficient Regularized Online RLHF with Generalized Bilinear PreferencesNeurIPS
   • 2026Temporal Alignment Guidance: On-manifold Sampling in Diffusion ModelsNeurIPS
   • 2026PLC-DPO: Posterior Label Correction in Noisy and Ambiguous Preference OptimizationEMNLP Findings
2. KAIST·머신러닝

   황성주MLAI Lab

   관련도관련 논문 8편비중 8%
   • 2026Rethinking Reward Models for Multi-Domain Test-Time ScalingTMLR
   • 2026T-MAP: Red-Teaming LLM Agents with Trajectory-aware Evolutionary SearchEMNLP
   • 2026ThinkSafe: Self-Generated Safety Alignment for Reasoning ModelsNeurIPS
3. KAIST·자연어처리·LLM

   오혜연U&I Lab

   관련도관련 논문 7편비중 9%
   • 2026Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust EvaluationACL
   • 2026OLA: Output Language Alignment in Code-Switched LLM InteractionsACL
   • 2026Gradual Code-Switching as Inference-Time Cross-Lingual Representational Alignment for LLMsCOLM
4. KAIST·컴퓨터 비전

   심현정CVML Lab

   관련도관련 논문 6편비중 12%
   • 2026Keep It CALM: Analyzing the Limits of Global Unsafety in Text-to-Image GenerationNeurIPS
   • 2026Mitigating Perceptual Judgment Bias in Multimodal LLM-as-a-Judge via Perceptual Perturbation and Reward ModelingICML
   • 2026Representation Alignment for Just Image Transformers is not Easier than You ThinkECCV
5. KAIST·머신러닝

   이기민

   관련도관련 논문 6편비중 13%
   • 2026Alignment Tampering: How Reinforcement Learning from Human Feedback Is Exploited to Optimize Misaligned BiasesICML
   • 2026MobileSafetyBench: Evaluating Safety of Autonomous Agents in Mobile Device ControlAAAI
   • 2026Unintended Misalignment from Agentic Fine-Tuning: Risks and MitigationAAAI
6. KAIST·머신러닝

   신진우ALIN Lab

   관련도관련 논문 8편비중 6%
   • 2025Calibrated Multi-Preference Optimization for Aligning Diffusion ModelsCVPR
   • 2025Closest Neighbors are Harmful for Lightweight Masked Auto-encodersCVPR
   • 2025Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You ThinkICLR
7. KAIST·AI for Science

   예종철BISPL

   관련도관련 논문 6편비중 5%
   • 2026Alignment-Guided Score Matching for Text-to-Image Alignment in Diffusion ModelsICML
   • 2026PCPO: Proportionate Credit Policy Optimization for Preference Alignment of Image Generation ModelsICLR
   • 2026PromptLoop: Plug-and-Play Prompt Refinement via Latent Feedback for Diffusion Model AlignmentCVPR
8. KAIST·음성·오디오

   정준선Multimodal AI Lab

   관련도관련 논문 6편비중 7%
   • 2026DiFlowDubber: Discrete Flow Matching for Automated Video Dubbing via Cross-Modal Alignment and SynchronizationCVPR
   • 2026Semantic-VAE: Semantic-Alignment Latent Representation for Better Speech SynthesisINTERSPEECH
   • 2026Deep Understanding of Sign Language for Sign to Subtitle AlignmentIEEE TMM
9. KAIST·데이터 마이닝

   박찬영DSAIL

   관련도관련 논문 5편비중 5%
   • 2026PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent OptimizationNeurIPS
   • 2026Reasoning Structure Matters for Safety Alignment of Reasoning ModelsACL
   • 2026Screening Lipid Nanoparticles through Structure-Ratio AlignmentNeurIPS
10. KAIST·컴퓨터 비전

    김승룡CV Lab

    관련도관련 논문 4편비중 3%
    • 2026CAMEO: Correspondence-Attention Alignment for Multi-View Diffusion ModelsCVPR
    • 2026CORAL: Correspondence Alignment for Improved Virtual Try-OnNeurIPS
    • 2026MATRIX: Mask Track Alignment for Interaction-aware Video GenerationICLR
11. KAIST·컴퓨터 비전

    김준모SIIT Lab

    관련도관련 논문 2편비중 2%연구 분야에 명시
    • 2026Improving Guidance-Free Visual Generation via Self-Contrastive Alignment for Likelihood EstimationNeurIPS
    • 2026Stable-GFlowNet: Toward Diverse and Robust LLM Red-Teaming via Contrastive Trajectory BalanceICML
12. KAIST·머신러닝

    이상완AI Brain Lab

    관련도관련 논문 5편비중 11%
    • 2026Neural value alignment: human–AI collaboration under goal-action ambiguityIEEE TCYB
    • 2025Balancing safety and efficiency in human decision makingeLife
    • 2025Spectral motion alignment for video motion transfer using diffusion modelsAAAI
13. KAIST·자연어처리·LLM

    임경태MLP Lab

    관련도관련 논문 4편비중 11%
    • 2026Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust EvaluationACL
    • 2026Beyond Accuracy: Alignment and Error Detection across Languages in the Bi-GSM8K Math-Teaching BenchmarkEACL Findings
    • 2026STEERLSN: Training-Free Representation Alignment through Language-Specific Neuron Subspace InterpolationIJCNLP-AACL Findings
14. KAIST·컴퓨터 비전

    윤국진VI Lab

    관련도관련 논문 5편비중 5%
    • 2026DINOde: Continuous Vision-Text Alignment for Open-Vocabulary Semantic SegmentationECCV
    • 2026Rank-Aware Hyperbolic Alignment for Vision-Language Dataset DistillationECCV
    • 2025Unifying Low-Resolution and High-Resolution Alignment by Event Cameras for Space-Time Video Super-ResolutionWACV
15. KAIST·머신러닝

    문일철AAI Lab

    관련도관련 논문 4편비중 10%
    • 2026Best-of-$N$ Guidance for Test-time Diffusion AlignmentNeurIPS
    • 2026Semantic-aware Wasserstein Policy Regularization for Large Language Model AlignmentICLR
    • 2025Prompt-Based Safety Guidance Is Ineffective for Unlearned Text-to-Image Diffusion ModelsNeurIPS
16. KAIST·컴퓨터 비전

    김현우MLV Lab

    관련도관련 논문 4편비중 6%
    • 2026Context Blindness in DPO: Mitigating Object Hallucination in MLLMs via Context-Calibrated Preference OptimizationECCV
    • 2025VidChain: Chain-of-Tasks with Metric-based Direct Preference Optimization for Dense Video CaptioningAAAI
    • 2025When Model Knowledge meets Diffusion Model: Diffusion-assisted Data-free Image Synthesis with Alignment of Domain and ClassICML
17. KAIST·머신러닝

    이주호SIML Lab

    관련도관련 논문 4편비중 5%
    • 2026Preventing representation collapse in latent prediction via context-conditional alignment under missing modalitiesICLR
    • 2025HarmAug: effective data augmentation for knowledge distillation of safety guard modelsICLR
    • 2025Learning diverse attacks on large language models for robust red-teaming and safety tuningICLR
18. KAIST·데이터 마이닝

    황지영Big Data Intelligence Lab

    관련도관련 논문 1편비중 5%연구 분야에 명시
    • 2025Beneath the Facade: Probing Safety Vulnerabilities in LLMs via Auto-Generated Jailbreak PromptsEMNLP Findings
19. KAIST·인간-AI 상호작용

    김주호KIXLAB

    관련도관련 논문 4편비중 4%
    • 2025CUPID: Evaluating Personalized and Contextualized Alignment of LLMs from InteractionsCOLM
    • 2024FLASK: Fine-grained Language Model Evaluation based on Alignment Skill SetsICLR
    • 2024Beyond Prompts: Learning from Human Communication for Enhanced AI Intent AlignmentCHI
20. KAIST·머신러닝

    박진규System Intelligence Lab

    관련도관련 논문 2편비중 4%
    • 2026Active Attacks: Red-teaming LLMs via Adaptive EnvironmentsICML
    • 2026Diffusion Alignment as Variational Expectation-MaximizationICLR
21. KAIST·머신러닝

    오성준STAI Lab

    관련도연구 분야에 명시
22. KAIST·컴퓨터 비전

    오태현AMI Lab

    관련도관련 논문 4편비중 4%
    • 2025Zero-shot Depth Completion via Test-time Alignment with Affine-invariant Depth PriorAAAI
    • 2024CAS: A Probability-Based Approach for Universal Condition Alignment ScoreICLR
    • 2023Sound Source Localization is All about Cross-Modal AlignmentICCV
23. KAIST·머신러닝

    양은호MLI Lab

    관련도관련 논문 3편비중 4%
    • 2025Playing the Fool: Jailbreaking LLMs and Multimodal LLMs with Out-of-Distribution StrategyCVPR
    • 2025Taxonomy of Comprehensive Safety for Clinical AgentsEMNLP
    • 2024TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag BiasECCV
24. KAIST·머신러닝

    김기응AIPR Lab

    관련도관련 논문 2편비중 7%
    • 2026PS-PPO: Prefix-Sampling PPO for Critic-Free RLHFICML
    • 2025Goal-Conditioned DPO: Prioritizing Safety in Misaligned InstructionsNAACL
25. KAIST·자연어처리·LLM

    서민준LK Lab

    관련도관련 논문 3편비중 5%
    • 2025How Does Vision-Language Adaptation Impact the Safety of Vision Language Models?ICLR
    • 2024FLASK: Fine-grained Language Model Evaluation based on Alignment Skill SetsICLR
    • 2024Rethinking the Role of Proxy Rewards in Language Model AlignmentEMNLP
26. KAIST·컴퓨터 비전

    성민혁Visual AI Group

    관련도관련 논문 2편비중 4%
    • 2026NoiseTilt: Noise-Tilted Reverse Kernels for Diffusion Reward AlignmentECCV
    • 2025Ψ-Sampler: Initial Particle Sampling for SMC-Based Inference-Time Reward Alignment in Score ModelsNeurIPS
27. KAIST·데이터 마이닝

    신기정Data Mining Lab

    관련도관련 논문 3편비중 3%
    • 2025On Training-Test (Mis)alignment in Unsupervised Combinatorial Optimization: Observation, Empirical Exploration, and AnalysisPUT
    • 2024Unsupervised Alignment of Hypergraphs with Different ScalesKDD
    • 2023Robust and Efficient Alignment of Calcium Imaging Data through Simultaneous Low Rank and Sparse DecompositionWACV
28. KAIST·머신러닝

    윤철희OptiML Lab

    관련도관련 논문 2편비중 5%
    • 2026Provably Efficient Regularized Online RLHF with Generalized Bilinear PreferencesNeurIPS
    • 2023Trajectory Alignment: Understanding the Edge of Stability Phenomenon via Bifurcation TheoryNeurIPS
29. KAIST·컴퓨터 비전

    주재걸DAVIAN Lab

    관련도관련 논문 2편비중 1%
    • 2025Building Resource-Constrained Language Agents: A Korean Case Study on Chemical Toxicity InformationEMNLP
    • 2023CAFA: Class-Aware Feature Alignment for Test-time AdaptationICCV
30. KAIST·컴퓨터 비전

    김승욱GLOW Lab

    관련도관련 논문 1편비중 7%
    • 2026Direct Diffusion Score Preference Optimization via Stepwise Contrastive Policy-Pair SupervisionECCV
31. KAIST·로보틱스

    금동석AXE Lab

    관련도관련 논문 1편비중 3%
    • 2026MapTCL: Temporal Consistency Learning via Bidirectional Alignment for Vectorized HD Map ConstructionIROS
32. KAIST·음성·오디오

    남주한MAC Lab

    관련도관련 논문 2편비중 2%
    • 2024A Real-time Lyrics Alignment System Using Chroma and Phonetic Features For Classical Vocal PerformanceICASSP
    • 2024Matchmaker: A Python library for Real-time Music AlignmentISMIR
33. KAIST·머신러닝

    최재식SAIL Lab

    관련도관련 논문 1편비중 2%
    • 2026Incomplete Prompt Jailbreaks in Large Language ModelsACL Findings
34. KAIST·AI 시스템

    김주영CAST Lab

    관련도관련 논문 1편비중 1%
    • 2026Distance Is Not Enough: Forget-Retain Alignment Gap Predicts LLM Relearning RobustnessEMNLP
35. KAIST·AI for Science

    최윤재

    관련도관련 논문 2편비중 3%
    • 2024KorNAT: LLM Alignment Benchmark for Korean Social Values and Common KnowledgeACL Findings
    • 2023VisAlign: Dataset for Measuring the Alignment between AI and Humans in Visual PerceptionNeurIPS
36. KAIST·컴퓨터 비전

    노용만IVY Lab

    관련도관련 논문 2편비중 3%
    • 2024Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-driven Approach for Cross-modal Alignment FusionICIP Workshop
    • 2023Deep Visual Forced Alignment: Learning to Align Transcription with Talking Face VideoAAAI
37. KAIST·자연어처리·LLM

    김현우COCO Lab

    관련도관련 논문 1편비중 5%
    • 2025HAICOSYSTEM: An Ecosystem for Sandboxing Safety Risks in Human-AI InteractionsCOLM
38. KAIST·머신러닝

    문재균

    관련도관련 논문 1편비중 5%
    • 2025Adaptive Energy Alignment for Accelerating Test-Time AdaptationICLR
39. KAIST·데이터 마이닝

    황의종Data Intelligence Lab

    관련도관련 논문 1편비중 4%
    • 2025MIDAS: Misalignment-based Data Augmentation Strategy for Imbalanced Multimodal LearningNeurIPS
40. KAIST·AI for Science

    김우연Intelligent Chemistry Lab

    관련도관련 논문 1편비중 3%
    • 2025HepatoToxicity Portal (HTP): an integrated database of drug-induced hepatotoxicity knowledgebase and graph neural network-based prediction modelJournal of Cheminformatics
41. KAIST·머신러닝

    성영철SISReL

    관련도관련 논문 1편비중 3%
    • 2025Align while search: Belief-guided exploratory inference for test-time world alignmentICML
42. KAIST·데이터 마이닝

    박노성BigDyL

    관련도관련 논문 1편비중 1%
    • 2025DARS : Robust Sparse Fine-tuning with Regularized Subspace DisalignmentICLR
43. KAIST·머신러닝

    안성수SPML Lab

    관련도관련 논문 1편비중 2%
    • 2025Enhancing LLM Agent Safety via Causal Influence PromptingACL
44. KAIST·머신러닝

    정송

    관련도관련 논문 1편비중 8%
    • 2024Preference Alignment with Flow MatchingNeurIPS
45. KAIST·컴퓨터 비전

    윤성의SGVR Lab

    관련도관련 논문 1편비중 2%
    • 2024Generalizable Person Re-identification via Balancing Alignment and UniformityNeurIPS

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