[논문리뷰] Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion ForcingHao Zhang이 arXiv에 게시한 'Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing' 논문에 대한 자세한 리뷰입니다.#Review#Diffusion LLMs#Faster Inference#Discrete Diffusion Forcing (D2F)#Autoregressive Generation#KV Cache Optimization#Parallel Decoding#Text Generation#Model Distillation2025년 8월 14일댓글 수 로딩 중
[논문리뷰] Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language ModelsGuiyang Hou이 arXiv에 게시한 'Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language Models' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Large Language Models#Reward Model#Policy Optimization#Reward Hacking#Hybrid Annotation#Mathematical Reasoning#Verifiable Rewards2025년 8월 14일댓글 수 로딩 중
[논문리뷰] Can LLM-Generated Textual Explanations Enhance Model Classification Performance? An Empirical StudyGjergji Kasneci이 arXiv에 게시한 'Can LLM-Generated Textual Explanations Enhance Model Classification Performance? An Empirical Study' 논문에 대한 자세한 리뷰입니다.#Review#Explainable NLP#Natural Language Explanations#Large Language Models#Pre-trained Language Models#Natural Language Inference#Model Performance Enhancement#Text Generation2025년 8월 14일댓글 수 로딩 중
[논문리뷰] AWorld: Dynamic Multi-Agent System with Stable Maneuvering for Robust GAIA Problem SolvingJinjie Gu이 arXiv에 게시한 'AWorld: Dynamic Multi-Agent System with Stable Maneuvering for Robust GAIA Problem Solving' 논문에 대한 자세한 리뷰입니다.#Review#Multi-Agent System#Agent Stability#LLM#Tool Use#GAIA Benchmark#Robustness#Dynamic Supervision#Maneuvering2025년 8월 14일댓글 수 로딩 중
[논문리뷰] AMFT: Aligning LLM Reasoners by Meta-Learning the Optimal Imitation-Exploration BalanceYong Li이 arXiv에 게시한 'AMFT: Aligning LLM Reasoners by Meta-Learning the Optimal Imitation-Exploration Balance' 논문에 대한 자세한 리뷰입니다.#Review#Large Language Models#Fine-tuning#Reinforcement Learning#Meta-learning#Adaptive Control#Imitation Learning#Exploration#Reasoning2025년 8월 14일댓글 수 로딩 중
[논문리뷰] WGAST: Weakly-Supervised Generative Network for Daily 10 m Land Surface Temperature Estimation via Spatio-Temporal FusionRachid Nedjai이 arXiv에 게시한 'WGAST: Weakly-Supervised Generative Network for Daily 10 m Land Surface Temperature Estimation via Spatio-Temporal Fusion' 논문에 대한 자세한 리뷰입니다.#Review#Spatio-Temporal Fusion#Land Surface Temperature#Generative Adversarial Network#Weakly-Supervised Learning#Remote Sensing#Deep Learning2025년 8월 13일댓글 수 로딩 중
[논문리뷰] VertexRegen: Mesh Generation with Continuous Level of DetailJakob Engel이 arXiv에 게시한 'VertexRegen: Mesh Generation with Continuous Level of Detail' 논문에 대한 자세한 리뷰입니다.#Review#Mesh Generation#Level of Detail (LOD)#Progressive Meshes#Vertex Split#Autoregressive Models#Transformer#3D Graphics2025년 8월 13일댓글 수 로딩 중
[논문리뷰] UNCAGE: Contrastive Attention Guidance for Masked Generative Transformers in Text-to-Image GenerationKevin Galim이 arXiv에 게시한 'UNCAGE: Contrastive Attention Guidance for Masked Generative Transformers in Text-to-Image Generation' 논문에 대한 자세한 리뷰입니다.#Review#Text-to-Image Generation#Masked Generative Transformers#Compositional Generation#Attention Guidance#Unmasking Strategy#Contrastive Learning#Training-Free#Attribute Binding2025년 8월 13일댓글 수 로딩 중
[논문리뷰] Train Long, Think Short: Curriculum Learning for Efficient ReasoningMarzyeh Ghassemi이 arXiv에 게시한 'Train Long, Think Short: Curriculum Learning for Efficient Reasoning' 논문에 대한 자세한 리뷰입니다.#Review#Curriculum Learning#Reinforcement Learning#Large Language Models#Reasoning Efficiency#Token Budget Control#Group Relative Policy Optimization#Chain-of-Thought2025년 8월 13일댓글 수 로딩 중
[논문리뷰] Towards Affordance-Aware Robotic Dexterous Grasping with Human-like PriorsHaoran Xu이 arXiv에 게시한 'Towards Affordance-Aware Robotic Dexterous Grasping with Human-like Priors' 논문에 대한 자세한 리뷰입니다.#Review#Robotic Dexterous Grasping#Affordance-Aware#Human-like Priors#Reinforcement Learning#Vision-Language Models#Two-Stage Training#Manipulation2025년 8월 13일댓글 수 로딩 중
[논문리뷰] TopXGen: Topic-Diverse Parallel Data Generation for Low-Resource Machine TranslationRachel Bawden이 arXiv에 게시한 'TopXGen: Topic-Diverse Parallel Data Generation for Low-Resource Machine Translation' 논문에 대한 자세한 리뷰입니다.#Review#Low-Resource MT#Data Augmentation#Large Language Models (LLMs)#Back-Translation#In-Context Learning (ICL)#Fine-Tuning#Topic-Guided Generation#Parallel Data Synthesis2025년 8월 13일댓글 수 로딩 중
[논문리뷰] Time Is a Feature: Exploiting Temporal Dynamics in Diffusion Language ModelsChenchen Jing이 arXiv에 게시한 'Time Is a Feature: Exploiting Temporal Dynamics in Diffusion Language Models' 논문에 대한 자세한 리뷰입니다.#Review#Diffusion Language Models#Temporal Oscillation#Self-Consistency Voting#Reinforcement Learning#Temporal Semantic Entropy#Text Generation2025년 8월 13일댓글 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] OpenCUA: Open Foundations for Computer-Use AgentsTianbao Xie이 arXiv에 게시한 'OpenCUA: Open Foundations for Computer-Use Agents' 논문에 대한 자세한 리뷰입니다.#Review#Computer-Use Agents#Vision-Language Models#Chain-of-Thought Reasoning#Large-scale Dataset#Open-source Framework#Desktop Automation#Agent Evaluation2025년 8월 13일댓글 수 로딩 중
[논문리뷰] NVSpeech: An Integrated and Scalable Pipeline for Human-Like Speech Modeling with Paralinguistic VocalizationsHaoyue Zhan이 arXiv에 게시한 'NVSpeech: An Integrated and Scalable Pipeline for Human-Like Speech Modeling with Paralinguistic Vocalizations' 논문에 대한 자세한 리뷰입니다.#Review#Paralinguistic Vocalizations#Speech Recognition#Text-to-Speech#Speech Synthesis#Data Annotation#Mandarin Speech#Expressive Speech2025년 8월 13일댓글 수 로딩 중
[논문리뷰] Matrix-3D: Omnidirectional Explorable 3D World GenerationYuqi Li이 arXiv에 게시한 'Matrix-3D: Omnidirectional Explorable 3D World Generation' 논문에 대한 자세한 리뷰입니다.#Review#3D World Generation#Panoramic Video Generation#3D Reconstruction#Diffusion Models#Gaussian Splatting#Dataset#Camera Control2025년 8월 13일댓글 수 로딩 중
[논문리뷰] HierSearch: A Hierarchical Enterprise Deep Search Framework Integrating Local and Web SearchesQiang Ju이 arXiv에 게시한 'HierSearch: A Hierarchical Enterprise Deep Search Framework Integrating Local and Web Searches' 논문에 대한 자세한 리뷰입니다.#Review#Hierarchical Reinforcement Learning#Deep Search#Multi-source RAG#Agentic AI#Knowledge Integration#Enterprise Search#Large Reasoning Models2025년 8월 13일댓글 수 로딩 중
[논문리뷰] GeRe: Towards Efficient Anti-Forgetting in Continual Learning of LLM via General Samples ReplayYang Fan이 arXiv에 게시한 'GeRe: Towards Efficient Anti-Forgetting in Continual Learning of LLM via General Samples Replay' 논문에 대한 자세한 리뷰입니다.#Review#Continual Learning#Large Language Models (LLMs)#Catastrophic Forgetting#Replay#Knowledge Distillation#Activation States#Anti-forgetting#Threshold-based Margin Loss2025년 8월 13일댓글 수 로딩 중
[논문리뷰] Feedback-Driven Tool-Use Improvements in Large Language Models via Automated Build EnvironmentsXuesong Yao이 arXiv에 게시한 'Feedback-Driven Tool-Use Improvements in Large Language Models via Automated Build Environments' 논문에 대한 자세한 리뷰입니다.#Review#Large Language Models (LLMs)#Tool Use#Reinforcement Learning (RL)#Automated Environment Generation#Feedback-Driven Training#Reward Mechanism#Contextual Understanding2025년 8월 13일댓글 수 로딩 중
[논문리뷰] Democratizing Diplomacy: A Harness for Evaluating Any Large Language Model on Full-Press DiplomacyElizabeth Karpinski이 arXiv에 게시한 'Democratizing Diplomacy: A Harness for Evaluating Any Large Language Model on Full-Press Diplomacy' 논문에 대한 자세한 리뷰입니다.#Review#Large Language Models#Diplomacy Game#Multi-agent Systems#Strategic Reasoning#LLM Evaluation#Prompt Engineering#Behavioral Analysis#Game AI2025년 8월 13일댓글 수 로딩 중