[논문리뷰] MOOZY: A Patient-First Foundation Model for Computational PathologyarXiv에 게시된 'MOOZY: A Patient-First Foundation Model for Computational Pathology' 논문에 대한 자세한 리뷰입니다.#Review#Computational Pathology#Foundation Model#Patient-First Representation#Multi-Instance Learning#Self-Supervised Learning#Case Transformer2026년 3월 30일댓글 수 로딩 중
[논문리뷰] LLM2Vec-Gen: Generative Embeddings from Large Language ModelsarXiv에 게시된 'LLM2Vec-Gen: Generative Embeddings from Large Language Models' 논문에 대한 자세한 리뷰입니다.#Review#Large Language Models#Text Embeddings#Generative AI#Self-Supervised Learning#Knowledge Distillation#Semantic Search#Retrieval-Augmented Generation2026년 3월 11일댓글 수 로딩 중
[논문리뷰] InfoNCE Induces Gaussian DistributionarXiv에 게시된 'InfoNCE Induces Gaussian Distribution' 논문에 대한 자세한 리뷰입니다.#Review#Contrastive Learning#InfoNCE Loss#Gaussian Distribution#Representation Learning#Self-Supervised Learning#Hyperspherical Uniformity#Thin-Shell Concentration2026년 3월 1일댓글 수 로딩 중
[논문리뷰] Risk-Aware World Model Predictive Control for Generalizable End-to-End Autonomous DrivingJian-Fang Hu이 arXiv에 게시한 'Risk-Aware World Model Predictive Control for Generalizable End-to-End Autonomous Driving' 논문에 대한 자세한 리뷰입니다.#Review#End-to-End Autonomous Driving#World Model Predictive Control#Risk-Aware#Generalization#Self-Supervised Learning#Scenario Exploration#Autonomous Systems2026년 2월 26일댓글 수 로딩 중
[논문리뷰] Learning from Trials and Errors: Reflective Test-Time Planning for Embodied LLMsJiajun Wu이 arXiv에 게시한 'Learning from Trials and Errors: Reflective Test-Time Planning for Embodied LLMs' 논문에 대한 자세한 리뷰입니다.#Review#Embodied LLMs#Test-Time Adaptation#Reflection-in-Action#Reflection-on-Action#Robotics#Long-Horizon Planning#Policy Gradient#Self-Supervised Learning2026년 2월 24일댓글 수 로딩 중
[논문리뷰] OneVision-Encoder: Codec-Aligned Sparsity as a Foundational Principle for Multimodal IntelligencearXiv에 게시된 'OneVision-Encoder: Codec-Aligned Sparsity as a Foundational Principle for Multimodal Intelligence' 논문에 대한 자세한 리뷰입니다.#Review#Multimodal AI#Video Understanding#Sparse Attention#Vision Transformer#Codec-Aligned Processing#Self-Supervised Learning#Predictive Coding#Efficient AI2026년 2월 15일댓글 수 로딩 중
[논문리뷰] BatCoder: Self-Supervised Bidirectional Code-Documentation Learning via Back-TranslationXiaohua Wang이 arXiv에 게시한 'BatCoder: Self-Supervised Bidirectional Code-Documentation Learning via Back-Translation' 논문에 대한 자세한 리뷰입니다.#Review#Self-Supervised Learning#Code Generation#Documentation Generation#Back-Translation#Reinforcement Learning#Large Language Models (LLMs)#Code-Documentation Alignment#Low-Resource Languages2026년 2월 4일댓글 수 로딩 중
[논문리뷰] UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated SupervisionXinYu Sun이 arXiv에 게시한 'UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision' 논문에 대한 자세한 리뷰입니다.#Review#Unified Multimodal Models#Self-Supervised Learning#Text-to-Image Generation#Multi-Agent Framework#Cognitive Pattern Reconstruction#Cycle-Consistency#Conduction Aphasia2026년 1월 6일댓글 수 로딩 중
[논문리뷰] Forging Spatial Intelligence: A Roadmap of Multi-Modal Data Pre-Training for Autonomous SystemsarXiv에 게시된 'Forging Spatial Intelligence: A Roadmap of Multi-Modal Data Pre-Training for Autonomous Systems' 논문에 대한 자세한 리뷰입니다.#Review#Multi-modal Pre-training#Autonomous Systems#Spatial Intelligence#Foundation Models#LiDAR-Camera Fusion#Self-Supervised Learning#Generative World Models#Embodied AI2025년 12월 31일댓글 수 로딩 중
[논문리뷰] SAM Audio: Segment Anything in AudioarXiv에 게시된 'SAM Audio: Segment Anything in Audio' 논문에 대한 자세한 리뷰입니다.#Review#Audio Source Separation#Foundation Models#Multimodal Prompting#Diffusion Transformers#Flow Matching#Self-Supervised Learning#Reference-Free Evaluation#Audio-Visual Learning2025년 12월 23일댓글 수 로딩 중
[논문리뷰] In Pursuit of Pixel Supervision for Visual Pre-trainingDong Wang이 arXiv에 게시한 'In Pursuit of Pixel Supervision for Visual Pre-training' 논문에 대한 자세한 리뷰입니다.#Review#Pixel Supervision#Self-Supervised Learning#Masked Autoencoders (MAE)#Visual Pre-training#Foundation Models#Representation Learning#Web-Scale Data#Computer Vision2025년 12월 17일댓글 수 로딩 중
[논문리뷰] Towards Scalable Pre-training of Visual Tokenizers for GenerationarXiv에 게시된 'Towards Scalable Pre-training of Visual Tokenizers for Generation' 논문에 대한 자세한 리뷰입니다.#Review#Visual Tokenizers#Pre-training#Latent Diffusion Models#Generative Models#Vision Transformer#Contrastive Learning#Self-Supervised Learning#Scaling Laws2025년 12월 15일댓글 수 로딩 중
[논문리뷰] PretrainZero: Reinforcement Active PretrainingGuoqi Li이 arXiv에 게시한 'PretrainZero: Reinforcement Active Pretraining' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Active Learning#Pretraining#Large Language Models#Self-Supervised Learning#Masked Language Modeling#Generalization#Reasoning2025년 12월 3일댓글 수 로딩 중
[논문리뷰] InternVideo-Next: Towards General Video Foundation Models without Video-Text SupervisionarXiv에 게시된 'InternVideo-Next: Towards General Video Foundation Models without Video-Text Supervision' 논문에 대한 자세한 리뷰입니다.#Review#Video Foundation Models#Self-Supervised Learning#Masked Video Modeling#Video-Text Supervision-Free#Encoder-Predictor-Decoder#Diffusion Decoder#Semantic Alignment#Latent World Model2025년 12월 1일댓글 수 로딩 중
[논문리뷰] UnSAMv2: Self-Supervised Learning Enables Segment Anything at Any GranularityarXiv에 게시된 'UnSAMv2: Self-Supervised Learning Enables Segment Anything at Any Granularity' 논문에 대한 자세한 리뷰입니다.#Review#Self-Supervised Learning#Segmentation#Granularity Control#SAM#Foundation Models#Unsupervised Learning#Image Segmentation#Video Segmentation2025년 11월 17일댓글 수 로딩 중
[논문리뷰] VideoSSR: Video Self-Supervised Reinforcement LearningarXiv에 게시된 'VideoSSR: Video Self-Supervised Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.#Review#Video Understanding#Self-Supervised Learning#Reinforcement Learning#MLLMs#Pretext Tasks#Verifiable Rewards#Data Generation#Temporal Grounding2025년 11월 11일댓글 수 로딩 중
[논문리뷰] Reasoning with Confidence: Efficient Verification of LLM Reasoning Steps via Uncertainty HeadsJiaheng Zhang이 arXiv에 게시한 'Reasoning with Confidence: Efficient Verification of LLM Reasoning Steps via Uncertainty Heads' 논문에 대한 자세한 리뷰입니다.#Review#LLM Reasoning Verification#Uncertainty Quantification (UQ)#UHeads#Process Reward Models (PRMs)#Chain-of-Thought (CoT)#Self-Supervised Learning#Computational Efficiency#Domain Generalization2025년 11월 10일댓글 수 로딩 중
[논문리뷰] Concerto: Joint 2D-3D Self-Supervised Learning Emerges Spatial RepresentationsarXiv에 게시된 'Concerto: Joint 2D-3D Self-Supervised Learning Emerges Spatial Representations' 논문에 대한 자세한 리뷰입니다.#Review#Self-Supervised Learning#2D-3D Fusion#Spatial Representation#Point Cloud#Image Features#Multimodal Learning#Semantic Segmentation#LoRA2025년 10월 28일댓글 수 로딩 중
[논문리뷰] Heptapod: Language Modeling on Visual SignalsarXiv에 게시된 'Heptapod: Language Modeling on Visual Signals' 논문에 대한 자세한 리뷰입니다.#Review#Autoregressive Models#Image Generation#Language Modeling#Causal Transformer#2D Distribution Prediction#Visual Tokenization#Self-Supervised Learning#Generative Models2025년 10월 9일댓글 수 로딩 중
[논문리뷰] Understand Before You Generate: Self-Guided Training for Autoregressive Image GenerationXihui Liu이 arXiv에 게시한 'Understand Before You Generate: Self-Guided Training for Autoregressive Image Generation' 논문에 대한 자세한 리뷰입니다.#Review#Autoregressive Models#Image Generation#Self-Supervised Learning#Visual Understanding#Masked Image Modeling#Contrastive Learning#Next-Token Prediction#LlamaGen2025년 9월 19일댓글 수 로딩 중
[논문리뷰] Does DINOv3 Set a New Medical Vision Standard?Bailiang Jian이 arXiv에 게시한 'Does DINOv3 Set a New Medical Vision Standard?' 논문에 대한 자세한 리뷰입니다.#Review#Medical Imaging#Foundation Models#DINOv3#Self-Supervised Learning#Vision Transformer#2D/3D Classification#Segmentation#Domain Adaptation#Scaling Laws2025년 9월 9일댓글 수 로딩 중
[논문리뷰] Towards More Diverse and Challenging Pre-training for Point Cloud Learning: Self-Supervised Cross Reconstruction with Decoupled ViewsJunchi Yan이 arXiv에 게시한 'Towards More Diverse and Challenging Pre-training for Point Cloud Learning: Self-Supervised Cross Reconstruction with Decoupled Views' 논문에 대한 자세한 리뷰입니다.#Review#Point Cloud Learning#Self-Supervised Learning#Cross Reconstruction#Decoupled Views#Generative Models#Positional Encoding#3D Vision2025년 9월 3일댓글 수 로딩 중
[논문리뷰] M3Ret: Unleashing Zero-shot Multimodal Medical Image Retrieval via Self-SupervisionYan-Jie Zhou이 arXiv에 게시한 'M3Ret: Unleashing Zero-shot Multimodal Medical Image Retrieval via Self-Supervision' 논문에 대한 자세한 리뷰입니다.#Review#Medical Image Retrieval#Self-Supervised Learning#Multimodal#Zero-shot#Foundation Models#MAE#SimDINO#Vision Transformer2025년 9월 3일댓글 수 로딩 중
[논문리뷰] Mobile-Agent-v3: Foundamental Agents for GUI AutomationHaowei Liu이 arXiv에 게시한 'Mobile-Agent-v3: Foundamental Agents for GUI Automation' 논문에 대한 자세한 리뷰입니다.#Review#GUI Automation#Multimodal Agents#Foundational Models#Reinforcement Learning#Large Language Models#Cross-Platform#Self-Supervised Learning2025년 8월 22일댓글 수 로딩 중
[논문리뷰] DuPO: Enabling Reliable LLM Self-Verification via Dual Preference OptimizationYu Lu이 arXiv에 게시한 'DuPO: Enabling Reliable LLM Self-Verification via Dual Preference Optimization' 논문에 대한 자세한 리뷰입니다.#Review#LLM Optimization#Self-Verification#Dual Learning#Preference Optimization#Self-Supervised Learning#Mathematical Reasoning#Multilingual Translation#RLHF2025년 8월 21일댓글 수 로딩 중
[논문리뷰] Representing Speech Through Autoregressive Prediction of Cochlear TokensDaniel L. K. Yamins이 arXiv에 게시한 'Representing Speech Through Autoregressive Prediction of Cochlear Tokens' 논문에 대한 자세한 리뷰입니다.#Review#Speech Representation Learning#Autoregressive Models#Cochlear Tokens#Biologically Inspired AI#Self-Supervised Learning#Audio Processing#Transformer Networks2025년 8월 19일댓글 수 로딩 중
[논문리뷰] Test-Time Reinforcement Learning for GUI Grounding via Region ConsistencyZhengxi Lu이 arXiv에 게시한 'Test-Time Reinforcement Learning for GUI Grounding via Region Consistency' 논문에 대한 자세한 리뷰입니다.#Review#GUI Grounding#Test-Time Scaling#Reinforcement Learning#Region Consistency#Spatial Voting#Self-Supervised Learning#Vision-Language Models2025년 8월 13일댓글 수 로딩 중
[논문리뷰] Beyond Linear Bottlenecks: Spline-Based Knowledge Distillation for Culturally Diverse Art Style ClassificationAbdelmalik Taleb-Ahmed이 arXiv에 게시한 'Beyond Linear Bottlenecks: Spline-Based Knowledge Distillation for Culturally Diverse Art Style Classification' 논문에 대한 자세한 리뷰입니다.#Review#Kolmogorov-Arnold Networks#Knowledge Distillation#Art Style Classification#Self-Supervised Learning#Spline-Based Activation#Dual-Teacher#Gram Matrix2025년 8월 2일댓글 수 로딩 중