[논문리뷰] On the Evidentiary Limits of Membership Inference for Copyright AuditingMarten van Dijk이 arXiv에 게시한 'On the Evidentiary Limits of Membership Inference for Copyright Auditing' 논문에 대한 자세한 리뷰입니다.#Review#Membership Inference Attacks#Copyright Auditing#Large Language Models#Adversarial Robustness#Paraphrasing#Sparse Autoencoders#Semantic Preservation#LLM Security2026년 1월 20일댓글 수 로딩 중
[논문리뷰] OmniTransfer: All-in-one Framework for Spatio-temporal Video TransferarXiv에 게시된 'OmniTransfer: All-in-one Framework for Spatio-temporal Video Transfer' 논문에 대한 자세한 리뷰입니다.#Review#Video Transfer#Diffusion Models#Spatio-temporal Learning#Multimodal Alignment#Appearance Consistency#Temporal Control#Video Generation2026년 1월 20일댓글 수 로딩 중
[논문리뷰] MemoryRewardBench: Benchmarking Reward Models for Long-Term Memory Management in Large Language ModelsarXiv에 게시된 'MemoryRewardBench: Benchmarking Reward Models for Long-Term Memory Management in Large Language Models' 논문에 대한 자세한 리뷰입니다.#Review#Reward Models#LLM Memory Management#Benchmarking#Long Context#Evaluation Metrics#Generative RMs#Memory Management Patterns2026년 1월 20일댓글 수 로딩 중
[논문리뷰] LightOnOCR: A 1B End-to-End Multilingual Vision-Language Model for State-of-the-Art OCRarXiv에 게시된 'LightOnOCR: A 1B End-to-End Multilingual Vision-Language Model for State-of-the-Art OCR' 논문에 대한 자세한 리뷰입니다.#Review#OCR#Vision-Language Model#End-to-End Learning#Multilingual#Reinforcement Learning#Document Understanding#Bounding Box Prediction#Task Arithmetic Merging2026년 1월 20일댓글 수 로딩 중
[논문리뷰] LIBERTy: A Causal Framework for Benchmarking Concept-Based Explanations of LLMs with Structural CounterfactualsarXiv에 게시된 'LIBERTy: A Causal Framework for Benchmarking Concept-Based Explanations of LLMs with Structural Counterfactuals' 논문에 대한 자세한 리뷰입니다.#Review#LLM Explainability#Causal Inference#Structural Counterfactuals#Concept-Based Explanations#Evaluation Benchmark#Faithfulness#SCM2026년 1월 20일댓글 수 로딩 중
[논문리뷰] KAGE-Bench: Fast Known-Axis Visual Generalization Evaluation for Reinforcement LearningAleksandr I. Panov이 arXiv에 게시한 'KAGE-Bench: Fast Known-Axis Visual Generalization Evaluation for Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Visual Generalization#Distribution Shift#Benchmarking#JAX#Controlled Environments#PPO2026년 1월 20일댓글 수 로딩 중
[논문리뷰] FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMsarXiv에 게시된 'FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs' 논문에 대한 자세한 리뷰입니다.#Review#Multimodal LLMs#Future Forecasting#Audio-Visual Reasoning#Benchmark#Instruction Tuning#Omni-Modal#Causal Reasoning2026년 1월 20일댓글 수 로딩 중
[논문리뷰] Fundamental Limitations of Favorable Privacy-Utility Guarantees for DP-SGDarXiv에 게시된 'Fundamental Limitations of Favorable Privacy-Utility Guarantees for DP-SGD' 논문에 대한 자세한 리뷰입니다.#Review#Differential Privacy (DP)#DP-SGD#f-differential privacy#Privacy-Utility Trade-off#Shuffled Sampling#Poisson Subsampling#Gaussian Noise#Worst-Case Adversary2026년 1월 20일댓글 수 로딩 중
[논문리뷰] FantasyVLN: Unified Multimodal Chain-of-Thought Reasoning for Vision-Language NavigationarXiv에 게시된 'FantasyVLN: Unified Multimodal Chain-of-Thought Reasoning for Vision-Language Navigation' 논문에 대한 자세한 리뷰입니다.#Review#Vision-Language Navigation#Chain-of-Thought Reasoning#Multimodal AI#Implicit Reasoning#Visual AutoRegressor#Embodied AI#Long-Horizon Planning2026년 1월 20일댓글 수 로딩 중
[논문리뷰] Being-H0.5: Scaling Human-Centric Robot Learning for Cross-Embodiment GeneralizationarXiv에 게시된 'Being-H0.5: Scaling Human-Centric Robot Learning for Cross-Embodiment Generalization' 논문에 대한 자세한 리뷰입니다.#Review#Robot Learning#Cross-Embodiment Generalization#Vision-Language-Action Models#Human-Centric Learning#Unified Action Space#Mixture-of-Flow#Real-Time Deployment#Large-Scale Datasets2026년 1월 20일댓글 수 로딩 중
[논문리뷰] Aligning Agentic World Models via Knowledgeable Experience LearningarXiv에 게시된 'Aligning Agentic World Models via Knowledgeable Experience Learning' 논문에 대한 자세한 리뷰입니다.#Review#Agentic AI#World Models#Experience Learning#LLMs#Physical Hallucinations#Embodied AI#Predictive Coding#Knowledge Repository2026년 1월 20일댓글 수 로딩 중
[논문리뷰] Agentic-R: Learning to Retrieve for Agentic SearchDaiting Shi이 arXiv에 게시한 'Agentic-R: Learning to Retrieve for Agentic Search' 논문에 대한 자세한 리뷰입니다.#Review#Agentic Search#Retrieval-Augmented Generation#Retriever Training#Passage Utility Modeling#Iterative Optimization#Reinforcement Learning#Large Language Models2026년 1월 20일댓글 수 로딩 중
[논문리뷰] Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive SurveyarXiv에 게시된 'Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey' 논문에 대한 자세한 리뷰입니다.#Review#LLM-based Issue Resolution#Software Engineering#Autonomous Agents#Code Generation#Benchmarking#Reinforcement Learning#Supervised Fine-tuning#Multimodal LLMs2026년 1월 20일댓글 수 로딩 중
[논문리뷰] A Hybrid Protocol for Large-Scale Semantic Dataset Generation in Low-Resource Languages: The Turkish Semantic Relations CorpusÖzay Ezerceli이 arXiv에 게시한 'A Hybrid Protocol for Large-Scale Semantic Dataset Generation in Low-Resource Languages: The Turkish Semantic Relations Corpus' 논문에 대한 자세한 리뷰입니다.#Review#Low-Resource NLP#Semantic Relations#Dataset Generation#Turkish Language#LLM#FastText Embeddings#Agglomerative Clustering#Synonyms#Antonyms#Co-hyponyms2026년 1월 20일댓글 수 로딩 중
[논문리뷰] A BERTology View of LLM Orchestrations: Token- and Layer-Selective Probes for Efficient Single-Pass ClassificationarXiv에 게시된 'A BERTology View of LLM Orchestrations: Token- and Layer-Selective Probes for Efficient Single-Pass Classification' 논문에 대한 자세한 리뷰입니다.#Review#LLM Orchestration#Lightweight Probes#Token-Layer Aggregation#Hidden States#Single-Pass Classification#Safety Moderation#Sentiment Analysis2026년 1월 20일댓글 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] The Assistant Axis: Situating and Stabilizing the Default Persona of Language ModelsJack Lindsey이 arXiv에 게시한 'The Assistant Axis: Situating and Stabilizing the Default Persona of Language Models' 논문에 대한 자세한 리뷰입니다.#Review#Language Models#Persona Control#Activation Steering#Persona Drift#Alignment#Post-training#Interpretability#Safety2026년 1월 19일댓글 수 로딩 중
[논문리뷰] Spurious Rewards Paradox: Mechanistically Understanding How RLVR Activates Memorization Shortcuts in LLMsLecheng Yan이 arXiv에 게시한 'Spurious Rewards Paradox: Mechanistically Understanding How RLVR Activates Memorization Shortcuts in LLMs' 논문에 대한 자세한 리뷰입니다.#Review#RLVR#LLMs#Mechanistic Interpretability#Memorization Shortcuts#Data Contamination#Anchor-Adapter Circuit#Path Patching#Logit Lens2026년 1월 19일댓글 수 로딩 중
[논문리뷰] SIN-Bench: Tracing Native Evidence Chains in Long-Context Multimodal Scientific Interleaved LiteraturearXiv에 게시된 'SIN-Bench: Tracing Native Evidence Chains in Long-Context Multimodal Scientific Interleaved Literature' 논문에 대한 자세한 리뷰입니다.#Review#Long-Context Understanding#Multimodal AI#Scientific Literature#Evidence-based Reasoning#MLLM Evaluation#Benchmarking#Cross-modal Reasoning#Information Synthesis2026년 1월 19일댓글 수 로딩 중
[논문리뷰] Multiplex Thinking: Reasoning via Token-wise Branch-and-MergearXiv에 게시된 'Multiplex Thinking: Reasoning via Token-wise Branch-and-Merge' 논문에 대한 자세한 리뷰입니다.#Review#Large Language Models#Reasoning#Chain-of-Thought#Reinforcement Learning#Stochastic Reasoning#Continuous Representation#Token Efficiency2026년 1월 19일댓글 수 로딩 중