주제로 연구실 찾기

1. SNU·데이터 마이닝

   강유Data Mining Lab

   관련도관련 논문 12편비중 18%
   • 2026Accurate Zero-shot Quantization via Hierarchical Teacher-Assistant DistillationECCV
   • 2026LampQ: Towards Accurate Layer-wise Mixed Precision Quantization for Vision TransformersAAAI
   • 2026Learning Diagnostic Clarifying Questions for Conversational Question Answering via Data-Efficient Dynamic DistillationEMNLP
2. SNU·AI 시스템

   김재준VLSI Lab

   관련도관련 논문 8편비중 16%연구 분야에 명시
   • 2026LRAgent: Efficient KV Cache Sharing for Multi-LoRA LLM AgentsICML
   • 2026QWHA: Quantization-Aware Walsh-Hadamard Adaptation for Parameter-Efficient Fine-Tuning on Large Language ModelsICLR
   • 2026FastKV: Decoupling of Context Reduction and KV Cache Compression for Prefill-Decoding AccelerationACL Findings
3. SNU·AI 시스템

   유승주CMA Lab

   관련도관련 논문 7편비중 39%연구 분야에 명시
   • 2026LAQuant: A Simple Overhead-free Large Reasoning Model Quantization by Layer-wise Lookahead LossNeurIPS
   • 2026Locality-Aware Redundancy Pruning for LLM Depth CompressionEMNLP
   • 2026PN-Mix: Pair-Norm Guided Mixed-Precision Key Cache Quantization for Efficient Long-Output LLM InferenceEMNLP
4. SNU·컴퓨터 비전

   조남익ISPL

   관련도관련 논문 8편비중 13%
   • 2026HFSQVAE: Hierarchical Vector Quantization with Residuals for Frequency-Specific EmbeddingICASSP
   • 2026Faithful and Realistic Image Compression at Extreme-Low Bitrate via Pretrained Discrete PriorsIEEE SPL
   • 2025Efficient Attention-Sharing Information Distillation Transformer for Lightweight Single Image Super-ResolutionAAAI
5. SNU·머신러닝

   송현오Machine Learning Lab

   관련도관련 논문 6편비중 38%
   • 2026Q-Strata: Hierarchical Bit Allocation for Mixed-Precision Quantization of Mixture-of-Experts LLMsEMNLP
   • 2025GuidedQuant: Large Language Model Quantization via Exploiting End Loss GuidanceICML
   • 2025KVzip: Query-Agnostic KV Cache Compression with Context ReconstructionNeurIPS
6. SNU·컴퓨터 비전

   곽노준MIPAL Lab

   관련도관련 논문 6편비중 7%
   • 2026Fractional Power-of-Two Quantization for Efficient and Effective Multiplier-Free LLM InferenceNeurIPS
   • 2026ReSpinQuant: Efficient Layer-Wise LLM Quantization via Subspace Residual Rotation ApproximationICML
   • 2026Zero-Shot Quantization for Object Detectors using Off-the-Shelf Generative ModelsECCV
7. SNU·AI 시스템

   이재욱ARC Lab

   관련도관련 논문 7편비중 22%
   • 2025DecDEC: A Systems Approach to Advancing Low-Bit LLM QuantizationOSDI
   • 2025FlashTP: Fused, Sparsity-Aware Tensor Product for Machine Learning Interatomic PotentialsICML
   • 2025GuidedQuant: Large Language Model Quantization via Exploiting End-to-End Loss GuidanceICML
8. SNU·컴퓨터 비전

   박재식Visual & Geometric Intelligence Lab

   관련도관련 논문 5편비중 9%
   • 2026Distribution Matching Distillation without Fake Score NetworkNeurIPS
   • 2026Stabilizing Consistency Training: A Flow Map Analysis and Self-DistillationTMLR
   • 2026One-Cycle Structured Pruning via Stability-Driven Subnetwork SearchWACV
9. SNU·자연어처리·LLM

   황승원LDI Lab

   관련도관련 논문 5편비중 7%
   • 2026TaskPress: Query-Agnostic KV Cache Compression via Task-Guided PruningEMNLP
   • 2026TAGQuant: Token-Aware Clustering for Group-Wise QuantizationEACL
   • 2025STUN: Structured-Then-Unstructured Pruning for Scalable MoE PruningACL
10. SNU·음성·오디오

    이교구MARG

    관련도관련 논문 6편비중 8%
    • 2026Fast Speech Foundation Model Distillation Using Interleaved StackingINTERSPEECH
    • 2025Variable Bitrate Residual Vector Quantization for Audio CodingICASSP
    • 2025Reverse Engineering of Music Mixing Graphs with Differentiable Processors and Iterative PruningJournal of the Audio Engineering Society
11. SNU·AI 시스템

    이진호AISys Lab

    관련도관련 논문 6편비중 15%
    • 2026TopGQ: Fast GNN Post-Training Quantization Leveraging Topology InformationDAC
    • 2025FALQON: Accelerating LoRA Fine-tuning with Low-Bit Floating-Point ArithmeticNeurIPS
    • 2025MimiQ: Low-Bit Data-Free Quantization of Vision Transformers with Encouraging Inter-Head Attention SimilarityAAAI
12. SNU·컴퓨터 비전

    전세영ICL

    관련도관련 논문 5편비중 7%
    • 2026AdaRadar: Rate Adaptive Spectral Compression for Radar-based PerceptionCVPR
    • 2026DictLLM: Post-training Compression of Large Language Model with Dictionary KernelsNeurIPS
    • 2025Efficient Personalization of Quantized Diffusion Model without BackpropagationCVPR
13. SNU·머신러닝

    이정우CML Lab

    관련도관련 논문 4편비중 8%
    • 2026An Adaptive Sampling Framework for Diffusion-based Dataset Distillation with High Fidelity and DiversityAAAI
    • 2026Bias Alleviation through Network Pruning for Sparse and Debiased ModelsIEEE TIP
    • 2026Federated Offline Reinforcement Learning with Heterogeneous Client Capacities via Progressive DistillationNeurocomputing
14. SNU·머신러닝

    윤성로AI Lab

    관련도관련 논문 4편비중 4%
    • 2026HeSS: Head Sensitivity Score for Sparsity Redistribution in VGGTCVPR
    • 2026SSDi8: Accurate and Efficient 8-bit Quantization for State Space DualityICLR
    • 2025On Mitigating Stability-Plasticity Dilemma in CLIP-guided Image Morphing via Geodesic Distillation LossIJCV
15. SNU·데이터 마이닝

    장준기

    관련도관련 논문 2편비중 14%연구 분야에 명시
    • 2024Compact Decomposition of Irregular Tensors for Data Compression: From Sparse to Dense to High-Order TensorsKDD
    • 2024Compact Lossy Compression of Tensors via Neural Tensor-Train DecompositionKnowledge and Information Systems
16. SNU·AI 시스템

    김형신AIoT Lab

    관련도관련 논문 1편비중 3%연구 분야에 명시
    • 2026Resource-Adaptivity Beyond the Model: Sensor Control for Quantized On-Device VisionICML
17. SNU·머신러닝

    김태섭LAAL Lab

    관련도관련 논문 3편비중 8%
    • 2026Garbage attention in large language models: Bos sink heads and sink-aware pruningEMNLP
    • 2026Stable On-Policy Distillation through Adaptive Target ReformulationACL Findings
    • 2025ATAS: Any-to-Any Self-Distillation for Enhanced Open-Vocabulary Dense PredictionICCV
18. SNU·AI 시스템

    서지원Machine Learning Systems Lab

    관련도관련 논문 2편비중 17%
    • 2026FlexiQ: Adaptive Mixed-Precision Quantization for Latency/Accuracy Trade-Offs in Deep Neural NetworksEuroSys
    • 2026Speculative Verification: Exploiting Information Gain to Refine Speculative DecodingACL Findings
19. SNU·자연어처리·LLM

    유영재PI Lab

    관련도관련 논문 5편비중 5%
    • 2025V.I.P.: Iterative Online Preference Distillation for Efficient Video Diffusion ModelsICCV
    • 2023Dialogue Chain-of-Thought Distillation for Commonsense-aware Conversational AgentsEMNLP
    • 2023Localized Symbolic Knowledge Distillation for Visual Commonsense ModelsNeurIPS
20. SNU·컴퓨터 비전

    이준석VIP Lab

    관련도관련 논문 3편비중 5%
    • 2026Robust and Interpretable Adaptation of Equivariant Materials Foundation Models via Sparsity-promoting Fine-tuningICLR
    • 2025GaussianVideo: Efficient Video Representation and Compression by Gaussian SplattingCVPR
    • 2023Exploration into Translation-Equivariant Image QuantizationICASSP
21. SNU·자연어처리·LLM

    도재영AIDAS Lab

    관련도관련 논문 2편비중 6%
    • 2026Beyond Retraining-Free MoE Compression: A Cost-Normalized Study of Post-Compression AdjustmentEMNLP
    • 2026Unified Static–Dynamic Pruning for Efficient LLM InferenceVLDB
22. SNU·로보틱스

    조규진Biorobotics Lab

    관련도관련 논문 2편비중 6%
    • 2026Exhalation-Synchronous Robotic Abdominal Compression for User-Centered Respiratory Assistance and Training in Neurological PatientsJournal of NeuroEngineering and Rehabilitation
    • 2025A hyperelastic torque-reversal mechanism for soft joints with compression-responsive transient bistabilityScience Robotics
23. SNU·AI 시스템

    안정호SCALable Computer Architecture Lab

    관련도관련 논문 2편비중 4%
    • 2026High-Bandwidth Flash for KV Caches: Endurance and Performance ImplicationsIEEE Computer Architecture Letters
    • 2024An LPDDR-based CXL-PNM Platform for TCO-efficient Inference of Transformer-based Large Language ModelsHPCA
24. SNU·AI 시스템

    전동석MMS Lab

    관련도관련 논문 2편비중 6%
    • 2025HiFC: High-efficiency Flash-based KV Cache Swapping for Scaling LLM InferenceNeurIPS
    • 2025An Energy-Efficient 3D Semantic Segmentation Processor With Offset-Wise Weight QuantizationTCAS-II
25. SNU·AI for Science

    김경수AIBL

    관련도관련 논문 2편비중 6%
    • 2025COIN: Confidence Score-Guided Distillation for Annotation-Free Cell SegmentationICCV
    • 2024TTD: Text-Tag Distillation For Open-Vocabulary Classification and SegmentationECCV
26. SNU·로보틱스

    최준원ADR Lab

    관련도관련 논문 2편비중 5%
    • 2025RCTDistill: Cross-Modal Knowledge Distillation Framework for Radar-Camera 3D Object Detection with Temporal FusionICCV
    • 2024RadarDistill: Boosting Radar-based Object Detection Performance via Knowledge Distillation from LiDAR FeaturesCVPR
27. SNU·머신러닝

    장병탁BI Lab

    관련도관련 논문 3편비중 4%
    • 2024Fine-Grained Causal Dynamics Learning with Quantization for Improving Robustness in Reinforcement LearningICML
    • 2023Causal Dynamics Learning with Quantized Local Independence DiscoveryICML
    • 2023Quantized Local Independence Discovery for Fine-Grained Causal Dynamics Learning in Reinforcement LearningNeurIPS
28. SNU·컴퓨터 비전

    이경무, 한보형CV Lab

    관련도관련 논문 2편비중 2%
    • 2025Difficulty, Diversity, and Plausibility: Dynamic Data-Free QuantizationWACV
    • 2024Overcoming Distribution Mismatch in Quantizing Image Super-Resolution NetworksECCV
29. SNU·머신러닝

    김용대IDEA Lab

    관련도관련 논문 2편비중 8%
    • 2025Knowledge Distillation of Uncertainty using Deep Latent Factor ModelsNeurIPS
    • 2023Enhancing Adversarial Robustness in Low-Label Regime via Adaptively Weighted Regularization and Knowledge DistillationICCV
30. SNU·자연어처리·LLM

    정교민MI Lab

    관련도관련 논문 2편비중 3%
    • 2025SWITCH: Studying with Teacher for Knowledge Distillation of Large Language ModelsNAACL Findings
    • 2023Task-specific Compression for Multi-task Language Models using Attribution-based PruningEACL Findings
31. SNU·자연어처리·LLM

    이상구IDS Lab

    관련도관련 논문 1편비중 6%
    • 2026Task-aware Block Pruning with Output Distribution Signals for Large Language ModelsEACL Findings
32. SNU·컴퓨터 비전

    김영민3D Vision Lab

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

    서봉원Human Centered Computing Lab

    관련도관련 논문 1편비중 2%
    • 2026From selfies to synthetic faces: selective aesthetic compression in East Asian beauty representationAI & Society
34. SNU·머신러닝

    오민환

    관련도관련 논문 1편비중 2%
    • 2026Block Sphere Vector QuantizationNeurIPS
35. SNU·자연어처리·LLM

    조요한

    관련도관련 논문 1편비중 2%
    • 2026KL for a KL: On-Policy Distillation with Control Variate BaselineNeurIPS
36. SNU·머신러닝

    이원종DRL Lab

    관련도관련 논문 2편비중 8%
    • 2024LeSS: Learning to Select a Structured architecture over filter pruning and low-rank decompositionICLR
    • 2023An effective low-rank compression with a joint rank selection followed by a compression-friendly trainingNeural Networks
37. SNU·컴퓨터 비전

    김건희Vision & Learning Lab

    관련도관련 논문 2편비중 4%
    • 2023Dense 2D-3D Indoor Prediction with Sound via Aligned Cross-Modal DistillationICCV
    • 2023SODA: Million-scale Dialogue Distillation with Social Commonsense ContextualizationEMNLP
38. SNU·인간-AI 상호작용

    권가진CC Lab

    관련도관련 논문 1편비중 5%
    • 2025MERNet: Multimodal Emotion Recognition in Conversation Network via Cross-Modal Knowledge Distillation and Contrastive LearningBigComp
39. SNU·머신러닝

    문태섭M.IN.D Lab

    관련도관련 논문 1편비중 2%
    • 2025Genomic Data Classification via Universal CompressionISMB/ECCB
40. SNU·컴퓨터 비전

    최종현MPR Lab

    관련도관련 논문 1편비중 2%
    • 2025MimiQ: Low-Bit Data-Free Quantization of Vision Transformers with Encouraging Inter-Head Attention SimilarityAAAI
41. SNU·AI 시스템

    권태경MM Lab

    관련도관련 논문 1편비중 5%
    • 2024IRRedicator: Pruning IRR with RPKI-valid BGP InsightsNDSS
42. SNU·머신러닝

    이상학Causality Lab

    관련도관련 논문 1편비중 3%
    • 2024Fine-Grained Causal Dynamics Learning with Quantization for Improving Robustness in Reinforcement LearningICML
43. SNU·자연어처리·LLM

    이재윤SKI-ML Lab

    관련도관련 논문 1편비중 4%
    • 2024Multistage Collaborative Knowledge Distillation from a Large Language Model for Semi-Supervised Sequence GenerationACL
44. SNU·AI for Science

    김선BHI Lab

    관련도관련 논문 1편비중 2%
    • 2024ChemAP: predicting drug approval with chemical structures before clinical trial phase by leveraging multi-modal embedding space and knowledge distillationScientific Reports
45. SNU·머신러닝2026 업데이트 중

    강명주NCIA Lab

    관련도관련 논문 1편비중 3%
    • 2023Self-Knowledge Distillation via DropoutComputer Vision and Image Understanding
46. SNU·AI for Science

    이동헌BiLab

    관련도관련 논문 1편비중 2%
    • 2023Practical Training Approaches for Discordant Atopic Dermatitis Severity Datasets: Merging Methods with Soft-label and Train-set PruningIEEE JBHI
47. SNU·AI 시스템

    이영기HCS Lab

    관련도관련 논문 1편비중 3%
    • 2023A Joint Analysis of Input Resolution and Quantization Precision in Deep LearningMobiCom
48. SNU·로보틱스

    김현진LARR Lab

    관련도관련 논문 1편비중 1%
    • 2023CQM: Curriculum Reinforcement Learning with a Quantized World ModelNeurIPS

2026 논문이 아직 반영되지 않은 연구실은 결과에서 불리할 수 있어요.