[논문리뷰] $OneMillion-Bench: How Far are Language Agents from Human Experts?arXiv에 게시된 '$OneMillion-Bench: How Far are Language Agents from Human Experts?' 논문에 대한 자세한 리뷰입니다.#Review#Language Agents#Benchmarking#Expert Evaluation#Economic Value#Professional Tasks#Rubric-based Evaluation#Multi-step Reasoning#Reliability#Domain Adaptation2026년 3월 9일댓글 수 로딩 중
[논문리뷰] ASA: Training-Free Representation Engineering for Tool-Calling AgentsHongwei Zeng이 arXiv에 게시한 'ASA: Training-Free Representation Engineering for Tool-Calling Agents' 논문에 대한 자세한 리뷰입니다.#Review#Tool-Calling Agents#LLM Adaptation#Representation Engineering#Activation Steering#Training-Free#Inference-Time Control#Domain Adaptation2026년 2월 11일댓글 수 로딩 중
[논문리뷰] Continual GUI AgentsarXiv에 게시된 'Continual GUI Agents' 논문에 대한 자세한 리뷰입니다.#Review#Continual Learning#GUI Agents#Reinforcement Learning#Grounding#Domain Adaptation#Resolution Adaptation#Reward Shaping#Human-Computer Interaction2026년 2월 1일댓글 수 로딩 중
[논문리뷰] Mecellem Models: Turkish Models Trained from Scratch and Continually Pre-trained for the Legal DomainarXiv에 게시된 'Mecellem Models: Turkish Models Trained from Scratch and Continually Pre-trained for the Legal Domain' 논문에 대한 자세한 리뷰입니다.#Review#Turkish Legal NLP#Domain Adaptation#ModernBERT#Continual Pre-training (CPT)#Embedding Models#Legal LLMs#Retrieval-Augmented Generation (RAG)#Curriculum Learning2026년 1월 25일댓글 수 로딩 중
[논문리뷰] YaPO: Learnable Sparse Activation Steering Vectors for Domain AdaptationarXiv에 게시된 'YaPO: Learnable Sparse Activation Steering Vectors for Domain Adaptation' 논문에 대한 자세한 리뷰입니다.#Review#Large Language Models (LLMs)#Activation Steering#Sparse Autoencoders (SAEs)#Domain Adaptation#Cultural Alignment#Preference Optimization#Disentangled Representations#Fine-grained Control2026년 1월 19일댓글 수 로딩 중
[논문리뷰] Medical SAM3: A Foundation Model for Universal Prompt-Driven Medical Image SegmentationZiyang Yan이 arXiv에 게시한 'Medical SAM3: A Foundation Model for Universal Prompt-Driven Medical Image Segmentation' 논문에 대한 자세한 리뷰입니다.#Review#Medical Image Segmentation#Foundation Models#SAM3#Fine-tuning#Prompt-driven#Domain Adaptation#Text-guided Segmentation2026년 1월 19일댓글 수 로딩 중
[논문리뷰] Token-Level LLM Collaboration via FusionRouteFurong Huang이 arXiv에 게시한 'Token-Level LLM Collaboration via FusionRoute' 논문에 대한 자세한 리뷰입니다.#Review#LLM Collaboration#Token-level Routing#Mixture-of-Experts#Complementary Logits#Preference Optimization#FusionRoute#Domain Adaptation2026년 1월 8일댓글 수 로딩 중
[논문리뷰] MDAgent2: Large Language Model for Code Generation and Knowledge Q&A in Molecular DynamicsarXiv에 게시된 'MDAgent2: Large Language Model for Code Generation and Knowledge Q&A in Molecular Dynamics' 논문에 대한 자세한 리뷰입니다.#Review#Molecular Dynamics#LAMMPS#Code Generation#Knowledge Q&A#Large Language Models#Reinforcement Learning#Multi-agent System#Domain Adaptation2026년 1월 7일댓글 수 로딩 중
[논문리뷰] Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate ForgettingarXiv에 게시된 'Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting' 논문에 대한 자세한 리뷰입니다.#Review#Supervised Fine-Tuning (SFT)#Catastrophic Forgetting#Entropy-Adaptive Fine-Tuning (EAFT)#Large Language Models (LLMs)#Domain Adaptation#Reinforcement Learning (RL)#Confident Conflicts2026년 1월 7일댓글 수 로딩 중
[논문리뷰] DentalGPT: Incentivizing Multimodal Complex Reasoning in DentistryYanchao Li이 arXiv에 게시한 'DentalGPT: Incentivizing Multimodal Complex Reasoning in Dentistry' 논문에 대한 자세한 리뷰입니다.#Review#Multimodal Large Language Model#Dental Imaging#Complex Reasoning#Domain Adaptation#Reinforcement Learning#Medical VQA#Dental Healthcare2025년 12월 14일댓글 수 로딩 중
[논문리뷰] IF-Bench: Benchmarking and Enhancing MLLMs for Infrared Images with Generative Visual PromptingarXiv에 게시된 'IF-Bench: Benchmarking and Enhancing MLLMs for Infrared Images with Generative Visual Prompting' 논문에 대한 자세한 리뷰입니다.#Review#Multimodal Large Language Models (MLLMs)#Infrared Image Understanding#Benchmark Dataset#Visual Question Answering (VQA)#Generative Visual Prompting (GenViP)#Domain Adaptation#Image-to-Image Translation2025년 12월 10일댓글 수 로딩 중
[논문리뷰] Boosting Unsupervised Video Instance Segmentation with Automatic Quality-Guided Self-TrainingDim P. Papadopoulos이 arXiv에 게시한 'Boosting Unsupervised Video Instance Segmentation with Automatic Quality-Guided Self-Training' 논문에 대한 자세한 리뷰입니다.#Review#Unsupervised Video Instance Segmentation#Self-Training#Quality Assessment#Pseudo-labeling#Domain Adaptation#VideoMask2Former#YouTubeVIS2025년 12월 9일댓글 수 로딩 중
[논문리뷰] MedSAM3: Delving into Segment Anything with Medical ConceptsYi Lu이 arXiv에 게시한 'MedSAM3: Delving into Segment Anything with Medical Concepts' 논문에 대한 자세한 리뷰입니다.#Review#Medical Image Segmentation#Segment Anything Model (SAM)#Promptable Concept Segmentation (PCS)#Multimodal Large Language Models (MLLMs)#Agentic AI#Domain Adaptation#Text-guided Segmentation2025년 11월 25일댓글 수 로딩 중
[논문리뷰] SAM2S: Segment Anything in Surgical Videos via Semantic Long-term TrackingarXiv에 게시된 'SAM2S: Segment Anything in Surgical Videos via Semantic Long-term Tracking' 논문에 대한 자세한 리뷰입니다.#Review#Surgical Video Segmentation#Interactive Video Object Segmentation#Long-term Tracking#Foundation Models#Domain Adaptation#Semantic Learning#Prompt-based Segmentation2025년 11월 20일댓글 수 로딩 중
[논문리뷰] RedOne 2.0: Rethinking Domain-specific LLM Post-Training in Social Networking ServicesZijie Meng이 arXiv에 게시한 'RedOne 2.0: Rethinking Domain-specific LLM Post-Training in Social Networking Services' 논문에 대한 자세한 리뷰입니다.#Review#LLM Post-Training#Domain Adaptation#Social Networking Services#Reinforcement Learning#Supervised Fine-Tuning#Catastrophic Forgetting#Data Efficiency2025년 11월 10일댓글 수 로딩 중
[논문리뷰] AyurParam: A State-of-the-Art Bilingual Language Model for AyurvedaarXiv에 게시된 'AyurParam: A State-of-the-Art Bilingual Language Model for Ayurveda' 논문에 대한 자세한 리뷰입니다.#Review#Ayurveda LLM#Domain Adaptation#Bilingual Language Model#Instruction Tuning#Medical AI#Knowledge-Grounded QA#Traditional Medicine2025년 11월 9일댓글 수 로딩 중
[논문리뷰] DiffusionLane: Diffusion Model for Lane DetectionarXiv에 게시된 'DiffusionLane: Diffusion Model for Lane Detection' 논문에 대한 자세한 리뷰입니다.#Review#Lane Detection#Diffusion Model#Denoising Diffusion#Hybrid Decoding#Anchor-based#Domain Adaptation#Computer Vision#Generative Models2025년 10월 28일댓글 수 로딩 중
[논문리뷰] X-VLA: Soft-Prompted Transformer as Scalable Cross-Embodiment Vision-Language-Action ModelXirui Kang이 arXiv에 게시한 'X-VLA: Soft-Prompted Transformer as Scalable Cross-Embodiment Vision-Language-Action Model' 논문에 대한 자세한 리뷰입니다.#Review#Vision-Language-Action (VLA) Models#Soft Prompts#Transformer#Cross-Embodiment#Robotics#Pretraining#Domain Adaptation#Flow Matching2025년 10월 16일댓글 수 로딩 중
[논문리뷰] Pseudo2Real: Task Arithmetic for Pseudo-Label Correction in Automatic Speech RecognitionShang-Tse Chen이 arXiv에 게시한 'Pseudo2Real: Task Arithmetic for Pseudo-Label Correction in Automatic Speech Recognition' 논문에 대한 자세한 리뷰입니다.#Review#ASR#Pseudo-labeling#Domain Adaptation#Task Arithmetic#Correction Vector#Accent Adaptation#Speaker Clustering#Model Editing2025년 10월 13일댓글 수 로딩 중
[논문리뷰] CALM Before the STORM: Unlocking Native Reasoning for Optimization ModelingChengpeng Li이 arXiv에 게시한 'CALM Before the STORM: Unlocking Native Reasoning for Optimization Modeling' 논문에 대한 자세한 리뷰입니다.#Review#Large Reasoning Models#Optimization Modeling#Reflective Generation#Supervised Fine-tuning#Reinforcement Learning#Human-in-the-Loop#Code Generation#Domain Adaptation2025년 10월 9일댓글 수 로딩 중
[논문리뷰] WhisTLE: Deeply Supervised, Text-Only Domain Adaptation for Pretrained Speech Recognition TransformersKarun Kumar이 arXiv에 게시한 'WhisTLE: Deeply Supervised, Text-Only Domain Adaptation for Pretrained Speech Recognition Transformers' 논문에 대한 자세한 리뷰입니다.#Review#ASR#Domain Adaptation#Text-Only Training#Transformer#Variational Autoencoder#Deep Supervision#Whisper#Encoder-Decoder Models2025년 9월 22일댓글 수 로딩 중
[논문리뷰] SearchInstruct: Enhancing Domain Adaptation via Retrieval-Based Instruction Dataset CreationHeshaam Faili이 arXiv에 게시한 'SearchInstruct: Enhancing Domain Adaptation via Retrieval-Based Instruction Dataset Creation' 논문에 대한 자세한 리뷰입니다.#Review#LLM#Instruction Tuning#Domain Adaptation#Retrieval-Augmented Generation#Dataset Creation#Model Editing#Supervised Fine-Tuning2025년 9월 16일댓글 수 로딩 중
[논문리뷰] GAPrune: Gradient-Alignment Pruning for Domain-Aware EmbeddingsYixuan Tang이 arXiv에 게시한 'GAPrune: Gradient-Alignment Pruning for Domain-Aware Embeddings' 논문에 대한 자세한 리뷰입니다.#Review#Model Pruning#Domain Adaptation#Embedding Models#Gradient Alignment#Fisher Information#Model Compression#LLMs2025년 9월 16일댓글 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] MedDINOv3: How to adapt vision foundation models for medical image segmentation?Xiaofeng Yang이 arXiv에 게시한 'MedDINOv3: How to adapt vision foundation models for medical image segmentation?' 논문에 대한 자세한 리뷰입니다.#Review#Medical Image Segmentation#Vision Foundation Models#Self-supervised Learning#Vision Transformers (ViT)#Domain Adaptation#DINOv3#CT Imaging2025년 9월 3일댓글 수 로딩 중
[논문리뷰] OpenMed NER: Open-Source, Domain-Adapted State-of-the-Art Transformers for Biomedical NER Across 12 Public DatasetsMaziyarPanahi이 arXiv에 게시한 'OpenMed NER: Open-Source, Domain-Adapted State-of-the-Art Transformers for Biomedical NER Across 12 Public Datasets' 논문에 대한 자세한 리뷰입니다.#Review#Biomedical NER#Transformer#Domain Adaptation#LoRA#Open-Source#Named Entity Recognition#Healthcare AI2025년 8월 7일댓글 수 로딩 중