관련 연구실
등급은 학회·저널 분류이며 연구실 순위가 아닙니다.
- SNU자연어처리·LLM
정교민MI Lab
관련 논문 9편비중 12%연구 분야에 명시- 2026CausalArmor: Efficient Indirect Prompt Injection Guardrails via Causal Attribution ICML
- 2026LiSA: Lifelong Safety Adaptation via Conservative Policy Induction NeurIPS
- 2026PRAGMA: Evaluating Personalized Guidance with Memory Alignment in Lifelong Conversations EMNLP
- KU자연어처리·LLM
임희석NLP&AI Lab
관련 논문 5편비중 5%연구 분야에 명시- 2026Generalizable Lifelong Model Editing via Preference Optimization EMNLP
- 2026Improving Semantic Proximity in English-Centric Information Retrieval through Cross-Lingual Alignment ICLR
- 2026Language Chain in Alignment: Cross-Lingual Ranking Preference Optimization EMNLP
- KAIST머신러닝
윤세영OSI Lab
관련 논문 9편비중 6%- 2026Provably Efficient Regularized Online RLHF with Generalized Bilinear Preferences NeurIPS
- 2026Temporal Alignment Guidance: On-manifold Sampling in Diffusion Models NeurIPS
- 2026PLC-DPO: Posterior Label Correction in Noisy and Ambiguous Preference Optimization EMNLP Findings
- SNU인간-AI 상호작용
강민석
관련 논문 5편비중 23%연구 분야에 명시- 2026COMPASS: A Framework for Evaluating Organization-Specific Policy Alignment in LLMs ACL
- 2026Bridging the Scale Gap: Augmenting Human Red-Teaming to Uncover Latent Risks in T2I Models FAccT
- 2026Going PLACES: Participatory Localized Red Teaming for Text-to-Image Safety in the Global South FAccT
- KAIST머신러닝
황성주MLAI Lab
관련 논문 8편비중 8%- 2026Rethinking Reward Models for Multi-Domain Test-Time Scaling TMLR
- 2026T-MAP: Red-Teaming LLM Agents with Trajectory-aware Evolutionary Search EMNLP
- 2026ThinkSafe: Self-Generated Safety Alignment for Reasoning Models NeurIPS
- KAIST자연어처리·LLM
오혜연U&I Lab
관련 논문 7편비중 9%- 2026Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation ACL
- 2026OLA: Output Language Alignment in Code-Switched LLM Interactions ACL
- 2026Gradual Code-Switching as Inference-Time Cross-Lingual Representational Alignment for LLMs COLM
- SNU자연어처리·LLM
유영재PI Lab
관련 논문 8편비중 8%- 2026Same Trajectory, Contradictory Rewards (RoboRMBench): Paraphrase Fragility in Vision Language Reward Models EMNLP
- 2026SafeBranch: Branch-Pair Safety Alignment for Embodied Agents EMNLP Findings
- 2026Random Is Hard to Beat: Active Selection in Online DPO with Modern LLMs ICLR
- KAIST컴퓨터 비전
심현정CVML Lab
관련 논문 6편비중 12%- 2026Keep It CALM: Analyzing the Limits of Global Unsafety in Text-to-Image Generation NeurIPS
- 2026Mitigating Perceptual Judgment Bias in Multimodal LLM-as-a-Judge via Perceptual Perturbation and Reward Modeling ICML
- 2026Representation Alignment for Just Image Transformers is not Easier than You Think ECCV
- KUAI for Science
감태의Medical AI Lab
관련 논문 6편비중 8%- 2026Learning from Perceptual to Semantic Visual Representations of the Brain via Multi-Level EEG-to-Image Alignment ICASSP
- 2026Tumor-Aware Direct Preference Optimization for Longitudinal Post-Operative MRI Generation MICCAI
- 2026CroSS:Cross-subject Visual Brain Decoding via Soft Alignment and Subject-aware Batch Normalization ACM SAC
- SNU로보틱스
김현진LARR Lab
관련 논문 7편비중 8%- 2026EigenSafe: A Spectral Framework for Learning-Based Probabilistic Safety Assessment RSS
- 2026Safety-Critical Bilateral Teleoperation for Omnidirectional Aerial Manipulation Using Force-Sensorless Haptic Feedback IROS
- 2026Deep QP Safety Filter: Model-free Learning for Reachability-based Safety Filter L4DC
- KAIST머신러닝
이기민
관련 논문 6편비중 13%- 2026Alignment Tampering: How Reinforcement Learning from Human Feedback Is Exploited to Optimize Misaligned Biases ICML
- 2026MobileSafetyBench: Evaluating Safety of Autonomous Agents in Mobile Device Control AAAI
- 2026Unintended Misalignment from Agentic Fine-Tuning: Risks and Mitigation AAAI
- KAIST머신러닝
신진우ALIN Lab
관련 논문 8편비중 6%- 2025Calibrated Multi-Preference Optimization for Aligning Diffusion Models CVPR
- 2025Closest Neighbors are Harmful for Lightweight Masked Auto-encoders CVPR
- 2025Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think ICLR
- SNUAI for Science
김선BHI Lab
관련 논문 7편비중 12%- 2026Patient-level drug response prediction through dual adversarial alignment of pre- and post-drug treatment transcriptomic states iscbAI26
- 2025BounDr. E: Predicting Drug-likeness via Biomedical Knowledge Alignment and EM-like One-Class Boundary Optimization ICML
- 2025Coevolutionary signals in multiple sequence alignments improve virulence factor prediction with an MSA Transformer Scientific Reports
- KAISTAI for Science
예종철BISPL
관련 논문 6편비중 5%- 2026Alignment-Guided Score Matching for Text-to-Image Alignment in Diffusion Models ICML
- 2026PCPO: Proportionate Credit Policy Optimization for Preference Alignment of Image Generation Models ICLR
- 2026PromptLoop: Plug-and-Play Prompt Refinement via Latent Feedback for Diffusion Model Alignment CVPR
- Yonsei머신러닝
권태경AI Security Lab
관련 논문 5편비중 23%- 2026Chimera: Compositional Jailbreak Attacks on LLMs via Judgment-Driven Search over Heterogeneous Strategies ACL Findings
- 2026DAM: Dual-DPO Adversarial Multimodal Jailbreak Attacks on MLLMs via Contextual Camouflage ACSAC
- 2026TRACE: Traceable Retrieval-Augmented Criteria-based Evidence for Robust Vision-Language Model Safety Guardrails ACSAC
- KAIST음성·오디오
정준선Multimodal AI Lab
관련 논문 6편비중 7%- 2026DiFlowDubber: Discrete Flow Matching for Automated Video Dubbing via Cross-Modal Alignment and Synchronization CVPR
- 2026Semantic-VAE: Semantic-Alignment Latent Representation for Better Speech Synthesis INTERSPEECH
- 2026Deep Understanding of Sign Language for Sign to Subtitle Alignment IEEE TMM
- KAIST데이터 마이닝
박찬영DSAIL
관련 논문 5편비중 5%- 2026PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent Optimization NeurIPS
- 2026Reasoning Structure Matters for Safety Alignment of Reasoning Models ACL
- 2026Screening Lipid Nanoparticles through Structure-Ratio Alignment NeurIPS
- KU머신러닝
이성환PRML Lab
관련 논문 6편비중 3%- 2026ImmersiveTTS: Environment-Aware Text-to-Speech with Multimodal Diffusion Transformer and Domain-Specific Representation Alignment ACL
- 2026TF-CADE: Foreground-Concentrated Text-Video Alignment for Zero-Shot Temporal Action Detection CVPR
- 2026Cross-Subject Semantic Decoding with Shared-Space Alignment for Generalized Neural Representatioin Learning IEEE SMC
- SNUAI for Science
이동헌BiLab
관련 논문 5편비중 10%- 2026DRPO: Disentangling Demographic Bias from Rewards for Fair Diffusion Alignment ECCV
- 2026Neutral Reward Filtering for Fair Offline-to-Online Diffusion Alignment ICML
- 2026SURE: Judge-Aware Safety Update Review for Public-Interest LLM Deployment ICML
- Yonsei자연어처리·LLM
이동하DLI Lab
관련 논문 5편비중 9%- 2026P-Check: Advancing Personalized Reward Model via Learning to Generate Dynamic Checklist ACL
- 2026PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent Optimization NeurIPS
- 2026Personalized Reward Modeling for Text-to-Image Generation ECCV
- SNU머신러닝
김태섭LAAL Lab
관련 논문 5편비중 13%- 2026Beyond Case Law: Evaluating Structure-Aware Retrieval and Safety in Statute-Centric Legal QA ACL
- 2026Inference-Time Vulnerability Beyond Shallow Safety: Alignment Along Generation Trajectories NeurIPS
- 2026Two Birds, One Projection: Harmonizing Safety and Utility in LVLMs via Inference-time Feature Projection ECCV
- KU머신러닝
정종헌TAIL
관련 논문 3편비중 13%연구 분야에 명시- 2026Margin-aware Preference Optimization for Aligning Diffusion Models without Reference AAAI
- 2025Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think ICLR
- 2025StarFT: Robust Fine-tuning of Zero-shot Models via Spuriosity Alignment IJCAI
- POSTECH머신러닝
박상돈Trustworthy ML Lab
관련 논문 2편비중 9%연구 분야에 명시- 2026MJ: Multi-turn LLM Jailbreaking via Decomposed Credit Assignment NeurIPS
- 2026The Illusion of Rust Safety: Detecting Modular Unsafe Functions with LLMs CCS
- KAIST컴퓨터 비전
김승룡CV Lab
관련 논문 4편비중 3%- 2026CAMEO: Correspondence-Attention Alignment for Multi-View Diffusion Models CVPR
- 2026CORAL: Correspondence Alignment for Improved Virtual Try-On NeurIPS
- 2026MATRIX: Mask Track Alignment for Interaction-aware Video Generation ICLR
- Yonsei머신러닝
노승문AI-ISL
관련 논문 4편비중 11%- 2026A2D: Any-Order, Any-Step Safety Alignment for Diffusion Language Models ICLR
- 2026Few-Shot Truly Benign DPO Attack for Jailbreaking LLMs NeurIPS
- 2026Same Trajectory, Contradictory Rewards (RoboRMBench): Paraphrase Fragility in Vision Language Reward Models EMNLP
- KAIST컴퓨터 비전
김준모SIIT Lab
관련 논문 2편비중 2%연구 분야에 명시- 2026Improving Guidance-Free Visual Generation via Self-Contrastive Alignment for Likelihood Estimation NeurIPS
- 2026Stable-GFlowNet: Toward Diverse and Robust LLM Red-Teaming via Contrastive Trajectory Balance ICML
- KAIST머신러닝
이상완AI Brain Lab
관련 논문 5편비중 11%- 2026Neural value alignment: human–AI collaboration under goal-action ambiguity IEEE TCYB
- 2025Balancing safety and efficiency in human decision making eLife
- 2025Spectral motion alignment for video motion transfer using diffusion models AAAI
- SNU머신러닝
이정우CML Lab
관련 논문 4편비중 8%- 2026Efficient Process Reward Modeling via Contrastive Mutual Information ACL
- 2026Function-Level Execution Feedback for Code Preference Optimization EMNLP
- 2026Lyapunov-Guided Self-Alignment: Test-Time Adaptation for Offline Safe Reinforcement Learning AISTATS
- KAIST자연어처리·LLM
임경태MLP Lab
관련 논문 4편비중 11%- 2026Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation ACL
- 2026Beyond Accuracy: Alignment and Error Detection across Languages in the Bi-GSM8K Math-Teaching Benchmark EACL Findings
- 2026STEERLSN: Training-Free Representation Alignment through Language-Specific Neuron Subspace Interpolation IJCNLP-AACL Findings
- KU머신러닝
이병준Decision Making Lab
관련 논문 4편비중 12%- 2026FALCON: False-Negative Aware Learning of Contrastive Negatives in Vision-Language Alignment CVPR
- 2026SGT: Securing Open-Source LLMs Against Malicious Fine-tuning via Safety Guidance Trigger ACL
- 2025VPO: Leveraging the Number of Votes in Preference Optimization Computational Linguistics
- Yonsei자연어처리·LLM
김재형ML3 Lab
관련 논문 2편비중 4%연구 분야에 명시- 2026Align to Misalign: Automatic LLM Jailbreak with Meta-Optimized LLM Judges ICLR
- 2025Spread Preference Annotation: Direct Preference Judgment for Efficient LLM Alignment ICLR
- KAIST컴퓨터 비전
윤국진VI Lab
관련 논문 5편비중 5%- 2026DINOde: Continuous Vision-Text Alignment for Open-Vocabulary Semantic Segmentation ECCV
- 2026Rank-Aware Hyperbolic Alignment for Vision-Language Dataset Distillation ECCV
- 2025Unifying Low-Resolution and High-Resolution Alignment by Event Cameras for Space-Time Video Super-Resolution WACV
- KAIST머신러닝
문일철AAI Lab
관련 논문 4편비중 10%- 2026Best-of-$N$ Guidance for Test-time Diffusion Alignment NeurIPS
- 2026Semantic-aware Wasserstein Policy Regularization for Large Language Model Alignment ICLR
- 2025Prompt-Based Safety Guidance Is Ineffective for Unlearned Text-to-Image Diffusion Models NeurIPS
- KAIST컴퓨터 비전
김현우MLV Lab
관련 논문 4편비중 6%- 2026Context Blindness in DPO: Mitigating Object Hallucination in MLLMs via Context-Calibrated Preference Optimization ECCV
- 2025VidChain: Chain-of-Tasks with Metric-based Direct Preference Optimization for Dense Video Captioning AAAI
- 2025When Model Knowledge meets Diffusion Model: Diffusion-assisted Data-free Image Synthesis with Alignment of Domain and Class ICML
- KAIST머신러닝
이주호SIML Lab
관련 논문 4편비중 5%- 2026Preventing representation collapse in latent prediction via context-conditional alignment under missing modalities ICLR
- 2025HarmAug: effective data augmentation for knowledge distillation of safety guard models ICLR
- 2025Learning diverse attacks on large language models for robust red-teaming and safety tuning ICLR
- SNU컴퓨터 비전
이경무, 한보형CV Lab
관련 논문 4편비중 5%- 2026TIPSv2: Advancing Vision-Language Pretraining with Enhanced Patch-Text Alignment CVPR
- 2025Auto-regressive transformation for image alignment ICCV
- 2025FedLPA: Local Prior Alignment for Heterogeneous Federated Generalized Category Discovery NeurIPS
- KU컴퓨터 비전
김동현UTL Lab
관련 논문 3편비중 7%- 2026Self-Improving Diffusion Classifiers with Minority Preference Optimization ECCV
- 2026KSAFE-MM: A Multimodal Safety Benchmark via Localized Contextualization for Korean Cultural Risks EMNLP Findings
- 2026Training-Free Label Space Alignment for Universal Domain Adaptation Engineering Applications of Artificial Intelligence
- KU머신러닝
김성웅, 임성빈AGI Lab
관련 논문 3편비중 9%- 2026OSPO: Object-Centric Self-Improving Preference Optimization for Text-to-Image Generation CVPR
- 2026SGPO: Self-Generated Preference Optimization based on Self-Improver ACM TIST
- 2025ConfPO: Exploiting Policy Model Confidence for Critical Token Selection in Preference Optimization ICML
- Yonsei머신러닝
한동준Edge AI Lab
관련 논문 3편비중 7%- 2026MaPPO: Maximum a Posteriori Preference Optimization with Prior Knowledge NeurIPS
- 2026Rethinking LLM Fine-Tuning via Weight Space Reparameterization: Preserving Safety during Downstream Adaptation NeurIPS
- 2025Adaptive Energy Alignment for Accelerating Test-Time Adaptation ICLR
- KAIST데이터 마이닝
황지영Big Data Intelligence Lab
관련 논문 1편비중 5%연구 분야에 명시- 2025Beneath the Facade: Probing Safety Vulnerabilities in LLMs via Auto-Generated Jailbreak Prompts EMNLP Findings
- SNU음성·오디오
이교구MARG
관련 논문 3편비중 4%- 2026Enhancing EMG-to-Speech via Silent-Voiced Representation Alignment INTERSPEECH
- 2026CapCyCin: Improving Music Captioning through Cycle-Consistent Music–Text Alignment ISMIR
- 2024Guiding Frame-Level CTC Alignments Using Self-Knowledge Distillation INTERSPEECH
- Yonsei자연어처리·LLM
여진영Language & AGI Lab
관련 논문 3편비중 6%- 2026EMBGUARD: Constructing Hazard-Aware Guardrails for Safe Planning in Embodied Agents ICML
- 2025Rethinking Reward Model Evaluation Through the Lens of Reward Overoptimization ACL
- 2025Unsupervised Robust Cross-Lingual Entity Alignment via Neighbor Triple Matching with Entity and Relation Texts WSDM
- SNU자연어처리·LLM
조요한
관련 논문 1편비중 2%연구 분야에 명시- 2024Model-based Preference Optimization in Abstractive Summarization without Human Feedback EMNLP
- Yonsei머신러닝
손지용ITML Lab
관련 논문 3편비중 13%- 2026Distributional Alignment as a Criterion for Designing Task Vectors in In-Context Learning NeurIPS
- 2025Enhancing Compositional Reasoning in CLIP via Reconstruction and Alignment of Text Descriptions NeurIPS
- 2024Improving Multi-lingual Alignment Through Soft Contrastive Learning NAACL
- POSTECH자연어처리·LLM
이근배, 김형훈NLP Lab
관련 논문 3편비중 4%- 2026Refuse without Refusal: A Structural Analysis of Safety-Tuning Responses for Reducing False Refusals in Language Models EMNLP
- 2025Retrieval-Augmented Fine-Tuning With Preference Optimization For Visual Program Generation ACL
- 2024Adversarial DPO: Harnessing Harmful Data for Reducing Toxicity with Minimal Impact on Coherence and Evasiveness in Dialogue Agents NAACL Findings
- POSTECH컴퓨터 비전
곽수하, 조민수, 손진희CV Lab
관련 논문 3편비중 3%- 2026Tempered Self-Similarity Alignment for Physically Plausible Video Generation CVPR
- 2025DINOv2 Meets Text: A Unified Framework for Image- and Pixel-Level Vision-Language Alignment CVPR
- 2024Extending CLIP's Image-Text Alignment to Referring Image Segmentation NAACL
- KAIST인간-AI 상호작용
김주호KIXLAB
관련 논문 4편비중 4%- 2025CUPID: Evaluating Personalized and Contextualized Alignment of LLMs from Interactions COLM
- 2024FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets ICLR
- 2024Beyond Prompts: Learning from Human Communication for Enhanced AI Intent Alignment CHI
- SNU로보틱스
최준원ADR Lab
관련 논문 2편비중 5%- 2026SafeDrive: Fine-Grained Safety Reasoning for End-to-End Driving in a Sparse World CVPR
- 2026RAISA: A Vision-based Intelligent Safety Guidance Agent for Railway Operations via Modular Prompt-Orchestrated Reasoning IEEE Open Journal of Intelligent Transportation Systems
- KAIST머신러닝
박진규System Intelligence Lab
관련 논문 2편비중 4%- 2026Active Attacks: Red-teaming LLMs via Adaptive Environments ICML
- 2026Diffusion Alignment as Variational Expectation-Maximization ICLR
- KUAI for Science
석흥일Machine Intelligence Lab
관련 논문 2편비중 4%- 2026HyFI: Hyperbolic Feature Interpolation for Brain-Vision Alignment AAAI
- 2026Why Go Heavy? Rethinking Visual Information Reduction in EEG-to-Image Alignment IEEE International Winter Conference on Brain-Computer Interface
- KU머신러닝
Anh TongStochastic Dynamics and Machine Learning Lab
관련 논문 2편비중 22%- 2026PRISM: Principal Subspace Alignment for Parameter-Efficient Fine-Tuning NeurIPS
- 2025CASUAL: Conditional Support Alignment for Domain Adaptation with Label Shift AAAI
- SNU컴퓨터 비전
전세영ICL
관련 논문 2편비중 3%- 2026Strong Helps Weak: Directional Cross-Modal Alignment Transfer in Multi-modal LLMs NeurIPS
- 2026Uncertainty-guided Compositional Alignment with Part-to-Whole Semantic Representativeness in Hyperbolic Vision-Language Models CVPR
- POSTECH머신러닝
김동우, 옥정슬, 박상돈, 박은혁ML Lab
관련 논문 2편비중 2%- 2026Federated Variational Preference Alignment with Gumbel-Softmax Prior for Personalized User Preferences ICML
- 2026MJ: Multi-turn LLM Jailbreaking via Decomposed Credit Assignment NeurIPS
- YonseiAI for Science
김호진LESSON Lab
관련 논문 3편비중 10%- 2026Comparative analysis of radiation therapy plans before and after biodegradable hydrogel (SpaceOAR) injection for reducing rectal toxicity in patients with prostate cancer undergoing carbon ion radiotherapy Frontiers in Oncology
- 2024Dose-toxicity surface histogram-based prediction of radiation dermatitis severity and shape Physics in Medicine and Biology
- 2023Cosmetic Outcome and Toxicity After Stereotactic Accelerated Partial Breast Irradiation in Early Breast Cancer: A Prospective Observational Cohort Study International Journal of Radiation Oncology* Biology* Physics
- KAIST머신러닝
오성준STAI Lab
연구 분야에 명시 - POSTECH머신러닝
전광성Interactive Machine Learning Lab
연구 분야에 명시 - KAIST머신러닝
양은호MLI Lab
관련 논문 3편비중 4%- 2025Playing the Fool: Jailbreaking LLMs and Multimodal LLMs with Out-of-Distribution Strategy CVPR
- 2025Taxonomy of Comprehensive Safety for Clinical Agents EMNLP
- 2024TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias ECCV
- KAIST컴퓨터 비전
오태현AMI Lab
관련 논문 4편비중 4%- 2025Zero-shot Depth Completion via Test-time Alignment with Affine-invariant Depth Prior AAAI
- 2024CAS: A Probability-Based Approach for Universal Condition Alignment Score ICLR
- 2023Sound Source Localization is All about Cross-Modal Alignment ICCV
- KAIST머신러닝
김기응AIPR Lab
관련 논문 2편비중 7%- 2026PS-PPO: Prefix-Sampling PPO for Critic-Free RLHF ICML
- 2025Goal-Conditioned DPO: Prioritizing Safety in Misaligned Instructions NAACL
- KU인간-AI 상호작용
Christian WallravenCognitive Systems Lab
관련 논문 2편비중 7%- 2026Self-reported binary gender prediction from personality traits: Alignment between machine learning importance and classical effect sizes PLOS ONE
- 2025Seeing What Matters: Attentional (Mis-) Alignment Between Humans and AI in VR-Simulated Prediction of Driving Accidents IEEE TVCG
- POSTECH음성·오디오
서영주AIoT Lab
관련 논문 2편비중 6%- 2026Coarse-to-Fine Semantic Alignment: A Hybrid Framework for Forensic Shoeprint Retrieval IEEE Access
- 2025Deep Learning-based Failure Detection for Safety Diagnostics of Hydrogen Storage Vessels SMART
- KAIST자연어처리·LLM
서민준LK Lab
관련 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 Sets ICLR
- 2024Rethinking the Role of Proxy Rewards in Language Model Alignment EMNLP
- KAIST컴퓨터 비전
성민혁Visual AI Group
관련 논문 2편비중 4%- 2026NoiseTilt: Noise-Tilted Reverse Kernels for Diffusion Reward Alignment ECCV
- 2025Ψ-Sampler: Initial Particle Sampling for SMC-Based Inference-Time Reward Alignment in Score Models NeurIPS
- Yonsei머신러닝
송경우MLAI Lab
관련 논문 2편비중 2%- 2026Semi-Supervised Preference Optimization with Limited Feedback ICLR
- 2025A Double-Edged Sword: Benchmarking the Trade-off Between Bias Mitigation and Helpfulness of LLM Guardrails in Finance CIKM
- SNU머신러닝
윤성로AI Lab
관련 논문 2편비중 2%- 2026Guiding What Not to Generate: Automated Negative Prompting for Text-Image Alignment WACV
- 2025Correcting Negative Bias in Large Language Models through Negative Attention Score Alignment NAACL
- KAIST데이터 마이닝
신기정Data Mining Lab
관련 논문 3편비중 3%- 2025On Training-Test (Mis)alignment in Unsupervised Combinatorial Optimization: Observation, Empirical Exploration, and Analysis PUT
- 2024Unsupervised Alignment of Hypergraphs with Different Scales KDD
- 2023Robust and Efficient Alignment of Calcium Imaging Data through Simultaneous Low Rank and Sparse Decomposition WACV
- SNU컴퓨터 비전
최종현MPR Lab
관련 논문 2편비중 5%- 2025ISR-DPO: Aligning Large Multimodal Models for Videos by Iterative Self-Retrospective DPO AAAI
- 2025Representation Bending for Large Language Model Safety ACL
- KAIST머신러닝
윤철희OptiML Lab
관련 논문 2편비중 5%- 2026Provably Efficient Regularized Online RLHF with Generalized Bilinear Preferences NeurIPS
- 2023Trajectory Alignment: Understanding the Edge of Stability Phenomenon via Bifurcation Theory NeurIPS
- SNU컴퓨터 비전
이준석VIP Lab
관련 논문 2편비중 4%- 2026Equivariant Latent Alignment via Flow Matching under Group Symmetries ICML
- 2023VisAlign: Dataset for Measuring the Degree of Alignment between AI and Humans in Visual Perception NeurIPS
- SNU컴퓨터 비전
조남익ISPL
관련 논문 2편비중 3%- 2026Robust Vision-Language Alignment Using Multi-Modal Large Language Models for Open-Vocabulary Semantic Segmentation IEEE Access
- 2023LAN-HDR: Luminance-based Alignment Network for High Dynamic Range Video Reconstruction ICCV
- SNU자연어처리·LLM
황승원LDI Lab
관련 논문 2편비중 3%- 2026SHADOWBENCH: Toward Reliable Automatic Evaluation of Semantic Alignment in Autoformalization EMNLP
- 2023Intervention-Based Alignment of Code Search with Execution Feedback EMNLP Findings
- Yonsei컴퓨터 비전
이상훈Multi-dimensional Insight Lab
관련 논문 3편비중 5%- 2024Kinematic Diversity and Rhythmic Alignment in Choreographic Quality Transformers for Dance Quality Assessment IEEE TCSVT
- 2023Stabilized Temporal 3D Face Alignment using Landmark Displacement Learning Electronics
- 2023Video-based Stabilized 3D Face Alignment using Temporal Multi-Discrimination MMSP
- SNUAI 시스템
이진호AISys Lab
관련 논문 2편비중 5%- 2025G³SA: A GPU-Accelerated Gold Standard Genomics Library for End-to-End Sequence Alignment ICS
- 2024AGAThA: Fast and Efficient GPU Acceleration of Guided Sequence Alignment for Long Read Mapping PPoPP
- SNU머신러닝
문태섭M.IN.D Lab
관련 논문 2편비중 5%- 2025Revisiting VLLM Safety Evaluation: Disentangling Benign Grounding from True Safety Failures in VLLMs ICCV
- 2023Towards More Robust Interpretation via Local Gradient Alignment AAAI
- KAIST컴퓨터 비전
김승욱GLOW Lab
관련 논문 1편비중 7%- 2026Direct Diffusion Score Preference Optimization via Stepwise Contrastive Policy-Pair Supervision ECCV
- KAIST컴퓨터 비전
주재걸DAVIAN Lab
관련 논문 2편비중 1%- 2025Building Resource-Constrained Language Agents: A Korean Case Study on Chemical Toxicity Information EMNLP
- 2023CAFA: Class-Aware Feature Alignment for Test-time Adaptation ICCV
- Yonsei머신러닝
이종민DIL Lab
관련 논문 1편비중 7%- 2026Reconciling Safety and Performance via Dual-Expert Offline Imitation Learning NeurIPS
- Yonsei데이터 마이닝
이경호ICL
관련 논문 1편비중 4%- 2026RPO-RAG: Aligning Small LLMs with Relation-aware Preference Optimization for Knowledge Graph Question Answering WWW
- SNUAI 시스템
김형신AIoT Lab
관련 논문 1편비중 3%- 2026Let the Void Be Void: Robust Open-Set Semi-Supervised Learning via Selective Non-Alignment AAAI
- SNU자연어처리·LLM
도재영AIDAS Lab
관련 논문 1편비중 3%- 2026VALUEFLOW: Toward Pluralistic and Steerable Value-based Alignment in Large Language Models ICML
- SNU머신러닝
이상학Causality Lab
관련 논문 1편비중 3%- 2026Mitigating Length Bias in RLHF through a Causal Lens AAAI
- SNUAI for Science
이종호LIST
관련 논문 1편비중 3%- 2026Strong Helps Weak: Directional Cross-Modal Alignment Transfer in Multi-modal LLM NeurIPS
- KAIST로보틱스
금동석AXE Lab
관련 논문 1편비중 3%- 2026MapTCL: Temporal Consistency Learning via Bidirectional Alignment for Vectorized HD Map Construction IROS
- POSTECH머신러닝
이재호EffL Lab
관련 논문 1편비중 3%- 2026Over-Alignment vs Over-Fitting: The Role of Feature Learning Strength in Generalization ICML
- Yonsei컴퓨터 비전
이종석MCML Group
관련 논문 1편비중 3%- 2026Event-based scene synthesis via inter-frame residual alignment ACCV
- Yonsei머신러닝
조성배SCLAB
관련 논문 2편비중 3%- 2024Enhancing Road Safety and Cybersecurity in Traffic Management Systems: Leveraging the Potential of Reinforcement Learning IEEE Access
- 2024SafeRoutes: Charting a Secure Path-A Holistic Approach to Women’s Safety Through Advanced Clustering and GPS Integration IEEE Access
- SNU인간-AI 상호작용
서진욱Human-Computer Interaction Lab
관련 논문 1편비중 2%- 2026A Multi-Level Visual Analytics Approach to Artist-Era Alignment in Popular Music PacificVis Poster
- SNU머신러닝
오민환
관련 논문 1편비중 2%- 2026Latent Representation Alignment for Offline Goal-Conditioned Reinforcement Learning ICML
- SNU로보틱스
오성회Robot Learning Lab
관련 논문 1편비중 2%- 2026SafeIL: Safety Constrained Imitation Learning for Autonomous Systems Robotics and Autonomous Systems
- KAIST음성·오디오
남주한MAC Lab
관련 논문 2편비중 2%- 2024A Real-time Lyrics Alignment System Using Chroma and Phonetic Features For Classical Vocal Performance ICASSP
- 2024Matchmaker: A Python library for Real-time Music Alignment ISMIR
- KAIST머신러닝
최재식SAIL Lab
관련 논문 1편비중 2%- 2026Incomplete Prompt Jailbreaks in Large Language Models ACL Findings
- SNU컴퓨터 비전
곽노준MIPAL Lab
관련 논문 1편비중 1%- 2026Multi-dimensional Preference Alignment by Conditioning Reward Itself ECCV
- KAISTAI 시스템
김주영CAST Lab
관련 논문 1편비중 1%- 2026Distance Is Not Enough: Forget-Retain Alignment Gap Predicts LLM Relearning Robustness EMNLP
- KAISTAI for Science
최윤재
관련 논문 2편비중 3%- 2024KorNAT: LLM Alignment Benchmark for Korean Social Values and Common Knowledge ACL Findings
- 2023VisAlign: Dataset for Measuring the Alignment between AI and Humans in Visual Perception NeurIPS
- KAIST컴퓨터 비전
노용만IVY Lab
관련 논문 2편비중 3%- 2024Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-driven Approach for Cross-modal Alignment Fusion ICIP Workshop
- 2023Deep Visual Forced Alignment: Learning to Align Transcription with Talking Face Video AAAI
- SNU머신러닝
송현오Machine Learning Lab
관련 논문 2편비중 13%- 2023Direct Preference-based Policy Optimization without Reward Modeling NeurIPS
- 2023Query-Efficient Black-Box Red Teaming via Bayesian Optimization ACL
- YonseiAI for Science2026 업데이트 중
남호정BIIL
관련 논문 1편비중 8%- 2025Enhancing multi-task in vivo toxicity prediction via integrated knowledge transfer of chemical knowledge and in vitro toxicity information Journal of Cheminformatics
- Yonsei머신러닝
권도현PDE & AI Lab
관련 논문 1편비중 7%- 2025Uniform Position Alignment Estimate of Spherical Flocking Model With Inter-Particle Bonding Forces Communications in Nonlinear Science and Numerical Simulation
- SNUAI 시스템
이재진THUNDER Research Group
관련 논문 1편비중 5%- 2025Assessing Socio-Cultural Alignment and Technical Safety of Sovereign LLMs EMNLP Findings
- KAIST자연어처리·LLM
김현우COCO Lab
관련 논문 1편비중 5%- 2025HAICOSYSTEM: An Ecosystem for Sandboxing Safety Risks in Human-AI Interactions COLM
- KAIST머신러닝
문재균
관련 논문 1편비중 5%- 2025Adaptive Energy Alignment for Accelerating Test-Time Adaptation ICLR
- SNU머신러닝
김용대IDEA Lab
관련 논문 1편비중 4%- 2025Fair Clustering via Alignment ICML
- KAIST데이터 마이닝
황의종Data Intelligence Lab
관련 논문 1편비중 4%- 2025MIDAS: Misalignment-based Data Augmentation Strategy for Imbalanced Multimodal Learning NeurIPS
- YonseiAI 시스템
차호정MOBED
관련 논문 1편비중 5%- 2025SecureRide: Detecting Safety-threatening Behavior of E-Scooters Using Battery Information EMSOFT
- SNU머신러닝2026 업데이트 중
강명주NCIA Lab
관련 논문 1편비중 3%- 2025Towards Human-Like Invariance: Self-Supervised Learning with Feature-Level Rotation Alignment ICCV
- SNU로보틱스
김아영RPM Lab
관련 논문 1편비중 3%- 2025Registration beyond Points: General Affine Subspace Alignment via Geodesic Distance on Grassmann Manifold ICCV
- KAISTAI for Science
김우연Intelligent Chemistry Lab
관련 논문 1편비중 3%- 2025HepatoToxicity Portal (HTP): an integrated database of drug-induced hepatotoxicity knowledgebase and graph neural network-based prediction model Journal of Cheminformatics
- KAIST머신러닝
성영철SISReL
관련 논문 1편비중 3%- 2025Align while search: Belief-guided exploratory inference for test-time world alignment ICML
- KU자연어처리·LLM
이상근Data Intelligence Lab
관련 논문 1편비중 3%- 2025Bridging the Gap Between Molecule and Textual Descriptions via Substructure-aware Alignment EMNLP
- SNU컴퓨터 비전
김건희Vision & Learning Lab
관련 논문 1편비중 2%- 2025LPOI: Listwise Preference Optimization for Vision Language Models ACL
- SNUAI 시스템
안정호SCALable Computer Architecture Lab
관련 논문 1편비중 2%- 2025SSD Offloading for LLM Mixture-of-Experts Weights Considered Harmful in Energy Efficiency IEEE Computer Architecture Letters
- KAIST데이터 마이닝
박노성BigDyL
관련 논문 1편비중 1%- 2025DARS : Robust Sparse Fine-tuning with Regularized Subspace Disalignment ICLR
- KAIST머신러닝
안성수SPML Lab
관련 논문 1편비중 2%- 2025Enhancing LLM Agent Safety via Causal Influence Prompting ACL
- KAIST머신러닝
정송
관련 논문 1편비중 8%- 2024Preference Alignment with Flow Matching NeurIPS
- SNUAI 시스템
이창건RUBIS Lab
관련 논문 1편비중 6%- 2024Mitigating Pessimism for Guaranteeing Safety Despite Physical Errors in CPS’s ICNC
- SNU자연어처리·LLM
이재윤SKI-ML Lab
관련 논문 1편비중 4%- 2024Towards Efficient Visual-Language Alignment of the Q-Former for Visual Reasoning Tasks EMNLP Findings
- YonseiAI 시스템
김영석HPCP Lab
관련 논문 1편비중 4%- 2024AGAThA: Fast and Efficient GPU Acceleration of Guided Sequence Alignment for Long Read Mapping PPoPP
- Yonsei데이터 마이닝
김하영MLCF Lab
관련 논문 1편비중 4%- 2024Multi-label material and human risk factors recognition model for construction site safety management Journal of Safety Research
- SNU컴퓨터 비전
박재식Visual & Geometric Intelligence Lab
관련 논문 1편비중 2%- 2024Extending CLIP's Image-Text Alignment to Referring Image Segmentation NAACL
- KAIST컴퓨터 비전
윤성의SGVR Lab
관련 논문 1편비중 2%- 2024Generalizable Person Re-identification via Balancing Alignment and Uniformity NeurIPS
- KU컴퓨터 비전
김상필Computer Vision Lab
관련 논문 1편비중 2%- 2024FPANet: Frequency-based Video Demoireing using Frame-level Post Alignment Neural Networks
- KU컴퓨터 비전
박경문VGI Lab
관련 논문 1편비중 2%- 2024GLAD: Global-Local View Alignment and Background Debiasing for Video Domain Adaptation WACV
- Yonsei로보틱스
김태리로봇 지능 및 상호작용 연구실
관련 논문 1편비중 13%- 2023Transforming a Quadruped into a Guide Robot for the Visually Impaired: Formalizing Wayfinding, Interaction Modeling, and Safety Mechanism CoRL
- SNU데이터 마이닝
유재민Data AI Lab
관련 논문 1편비중 4%- 2023DSV: An Alignment Validation Loss for Self-supervised Outlier Model Selection ECML-PKDD
- Yonsei데이터 마이닝
박상현DELAB
관련 논문 1편비중 2%- 2023Analysis of household power consumption data for social safety net services Energy Reports