Review

[논문리뷰] Fast-Decoding Diffusion Language Models via Progress-Aware Confidence Schedules

Yang Zhang이 arXiv에 게시한 'Fast-Decoding Diffusion Language Models via Progress-Aware Confidence Schedules' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Language Models #Decoding Efficiency #Early Exit #Confidence Schedules #Training-free #Model-agnostic #Progress-aware

2025년 12월 10일

[논문리뷰] EtCon: Edit-then-Consolidate for Reliable Knowledge Editing

Chenglin Li이 arXiv에 게시한 'EtCon: Edit-then-Consolidate for Reliable Knowledge Editing' 논문에 대한 자세한 리뷰입니다.

#Review #Knowledge Editing #Large Language Models #Lifelong Learning #Reinforcement Learning #Trust Region Policy Optimization #Chain-of-Thought #Catastrophic Forgetting

2025년 12월 10일

[논문리뷰] Composing Concepts from Images and Videos via Concept-prompt Binding

arXiv에 게시된 'Composing Concepts from Images and Videos via Concept-prompt Binding' 논문에 대한 자세한 리뷰입니다.

#Review #Visual Concept Composition #Diffusion Models #Text-to-Video Generation #Concept Binding #Hierarchical Binder #Diversify-and-Absorb Mechanism #Temporal Disentanglement #One-shot Learning

2025년 12월 10일

[논문리뷰] BrainExplore: Large-Scale Discovery of Interpretable Visual Representations in the Human Brain

tamarott이 arXiv에 게시한 'BrainExplore: Large-Scale Discovery of Interpretable Visual Representations in the Human Brain' 논문에 대한 자세한 리뷰입니다.

#Review #fMRI #Brain Mapping #Visual Representation #Interpretability #Sparse Autoencoders #Vision-Language Models #Unsupervised Learning #Neuroscience

2025년 12월 10일

[논문리뷰] Beyond Unified Models: A Service-Oriented Approach to Low Latency, Context Aware Phonemization for Real Time TTS

Morteza Abolghasemi이 arXiv에 게시한 'Beyond Unified Models: A Service-Oriented Approach to Low Latency, Context Aware Phonemization for Real Time TTS' 논문에 대한 자세한 리뷰입니다.

#Review #TTS #Phonemization #G2P #Low Latency #Real-time #Service-Oriented Architecture #Context-Aware #Persian Language

2025년 12월 10일

[논문리뷰] Wan-Move: Motion-controllable Video Generation via Latent Trajectory Guidance

arXiv에 게시된 'Wan-Move: Motion-controllable Video Generation via Latent Trajectory Guidance' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #Motion Control #Latent Trajectory Guidance #Image-to-Video #Diffusion Models #Neural Networks #MoveBench

2025년 12월 9일

[논문리뷰] Visionary: The World Model Carrier Built on WebGPU-Powered Gaussian Splatting Platform

Muyao Niu이 arXiv에 게시한 'Visionary: The World Model Carrier Built on WebGPU-Powered Gaussian Splatting Platform' 논문에 대한 자세한 리뷰입니다.

#Review #Neural Rendering #3D Gaussian Splatting #WebGPU #ONNX Inference #World Models #Real-time Rendering #Browser-based #Dynamic Scenes

2025년 12월 9일

[논문리뷰] TreeGRPO: Tree-Advantage GRPO for Online RL Post-Training of Diffusion Models

Weirui Ye이 arXiv에 게시한 'TreeGRPO: Tree-Advantage GRPO for Online RL Post-Training of Diffusion Models' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning #Diffusion Models #Generative Models #Tree Search #Sample Efficiency #Credit Assignment #GRPO #Visual Generative Models

2025년 12월 9일

[논문리뷰] TrackingWorld: World-centric Monocular 3D Tracking of Almost All Pixels

Tianyu Huang이 arXiv에 게시한 'TrackingWorld: World-centric Monocular 3D Tracking of Almost All Pixels' 논문에 대한 자세한 리뷰입니다.

#Review #Monocular 3D Tracking #World-centric Coordinates #Dense Tracking #Camera Pose Estimation #Dynamic Object Tracking #Optimization #2D Track Upsampling

2025년 12월 9일

[논문리뷰] ThreadWeaver: Adaptive Threading for Efficient Parallel Reasoning in Language Models

Xiuyu Li이 arXiv에 게시한 'ThreadWeaver: Adaptive Threading for Efficient Parallel Reasoning in Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #LLM #Parallel Reasoning #Inference Latency #Chain-of-Thought #Reinforcement Learning #Adaptive Threading #Mathematical Reasoning #Speedup

2025년 12월 9일

[논문리뷰] Same Content, Different Answers: Cross-Modal Inconsistency in MLLMs

arXiv에 게시된 'Same Content, Different Answers: Cross-Modal Inconsistency in MLLMs' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Large Language Models (MLLMs)#Cross-Modal Consistency #Reasoning Inconsistency #OCR Performance #Modality Gap #Benchmarking #Render Equivalence

2025년 12월 9일

[논문리뷰] SUCCESS-GS: Survey of Compactness and Compression for Efficient Static and Dynamic Gaussian Splatting

Sung-Ho Bae이 arXiv에 게시한 'SUCCESS-GS: Survey of Compactness and Compression for Efficient Static and Dynamic Gaussian Splatting' 논문에 대한 자세한 리뷰입니다.

#Review #3D Gaussian Splatting (3DGS)#Gaussian Compression #Model Efficiency #Novel View Synthesis #Dynamic Scenes #Parameter Compression #Restructuring Compression #Real-time Rendering

2025년 12월 9일

[논문리뷰] Preserving Source Video Realism: High-Fidelity Face Swapping for Cinematic Quality

arXiv에 게시된 'Preserving Source Video Realism: High-Fidelity Face Swapping for Cinematic Quality' 논문에 대한 자세한 리뷰입니다.

#Review #Face Swapping #Video Editing #Diffusion Models #Reference-guided Generation #Temporal Consistency #Keyframe Conditioning #Cinematic Quality #Dataset Construction

2025년 12월 9일

[논문리뷰] Predicting Time-Dependent Flow Over Complex Geometries Using Operator Networks

arXiv에 게시된 'Predicting Time-Dependent Flow Over Complex Geometries Using Operator Networks' 논문에 대한 자세한 리뷰입니다.

#Review #Neural Operators #Time-Dependent Flow #Complex Geometries #DeepONet #Signed Distance Field #Autoregressive Prediction #Computational Fluid Dynamics #FlowBench

2025년 12월 9일

[논문리뷰] OneStory: Coherent Multi-Shot Video Generation with Adaptive Memory

arXiv에 게시된 'OneStory: Coherent Multi-Shot Video Generation with Adaptive Memory' 논문에 대한 자세한 리뷰입니다.

#Review #Multi-Shot Video Generation #Adaptive Memory #Long-Range Context #Frame Selection #Diffusion Models #Image-to-Video #Autoregressive Generation #Narrative Coherence

2025년 12월 9일

[논문리뷰] Modular Neural Image Signal Processing

Michael S. Brown이 arXiv에 게시한 'Modular Neural Image Signal Processing' 논문에 대한 자세한 리뷰입니다.

#Review #Neural ISP #Modular Architecture #Raw Image Processing #Photo-Editing #Camera Agnostic #Generalization #Deep Learning #Image Enhancement

2025년 12월 9일

[논문리뷰] MIND-V: Hierarchical Video Generation for Long-Horizon Robotic Manipulation with RL-based Physical Alignment

arXiv에 게시된 'MIND-V: Hierarchical Video Generation for Long-Horizon Robotic Manipulation with RL-based Physical Alignment' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #Robotic Manipulation #Hierarchical Framework #Reinforcement Learning #Diffusion Models #World Models #Cognitive Science #Physical Alignment

2025년 12월 9일

[논문리뷰] LYNX: Learning Dynamic Exits for Confidence-Controlled Reasoning

arXiv에 게시된 'LYNX: Learning Dynamic Exits for Confidence-Controlled Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #Early Exit #Confidence Control #Reasoning Models #Conformal Prediction #LLM Optimization #Dynamic Exits #Hidden States #Chain-of-Thought

2025년 12월 9일

[논문리뷰] Ground Slow, Move Fast: A Dual-System Foundation Model for Generalizable Vision-and-Language Navigation

arXiv에 게시된 'Ground Slow, Move Fast: A Dual-System Foundation Model for Generalizable Vision-and-Language Navigation' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Navigation #Dual-System Architecture #Foundation Models #Diffusion Policies #Robotics #Real-time Control #Generalization #Autonomous Navigation

2025년 12월 9일

[논문리뷰] From Next-Token to Next-Block: A Principled Adaptation Path for Diffusion LLMs

arXiv에 게시된 'From Next-Token to Next-Block: A Principled Adaptation Path for Diffusion LLMs' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Language Models #LLM Adaptation #Block-Diffusion #Autoregressive Models #Attention Masks #Parallel Generation #Transfer Learning #Generative Models

2025년 12월 9일