Review

[논문리뷰] Let Multimodal Embedders Learn When to Augment Query via Adaptive Query Augmentation

Jaehyun Park이 arXiv에 게시한 'Let Multimodal Embedders Learn When to Augment Query via Adaptive Query Augmentation' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Embedders #Query Augmentation #Adaptive Learning #Multimodal LLM #Information Retrieval #Generative AI #Embedding Latency

2025년 11월 9일

[논문리뷰] LEGO-Eval: Towards Fine-Grained Evaluation on Synthesizing 3D Embodied Environments with Tool Augmentation

Soohyun Oh이 arXiv에 게시한 'LEGO-Eval: Towards Fine-Grained Evaluation on Synthesizing 3D Embodied Environments with Tool Augmentation' 논문에 대한 자세한 리뷰입니다.

#Review #3D Scene Synthesis #Fine-Grained Evaluation #Tool-Augmented LLMs #Embodied AI #Vision-Language Models #Benchmark #Multi-Hop Grounding

2025년 11월 9일

[논문리뷰] Kinematify: Open-Vocabulary Synthesis of High-DoF Articulated Objects

arXiv에 게시된 'Kinematify: Open-Vocabulary Synthesis of High-DoF Articulated Objects' 논문에 대한 자세한 리뷰입니다.

#Review #Articulated Objects #Kinematics Inference #High-DoF #Monte Carlo Tree Search #Joint Parameter Optimization #SDF #Open-Vocabulary Synthesis #Robot Self-Modeling

2025년 11월 9일

[논문리뷰] Jr. AI Scientist and Its Risk Report: Autonomous Scientific Exploration from a Baseline Paper

arXiv에 게시된 'Jr. AI Scientist and Its Risk Report: Autonomous Scientific Exploration from a Baseline Paper' 논문에 대한 자세한 리뷰입니다.

#Review #AI Scientist #Autonomous Research #Scientific Automation #LLM for Research #Code Generation #Experimental Design #Risk Assessment

2025년 11월 9일

[논문리뷰] Grounded Misunderstandings in Asymmetric Dialogue: A Perspectivist Annotation Scheme for MapTask

arXiv에 게시된 'Grounded Misunderstandings in Asymmetric Dialogue: A Perspectivist Annotation Scheme for MapTask' 논문에 대한 자세한 리뷰입니다.

#Review #Dialogue Systems #Common Ground #Misunderstanding #Annotation Scheme #MapTask Corpus #Large Language Models #Perspective Taking #Reference Resolution

2025년 11월 9일

[논문리뷰] Diffusion Language Models are Super Data Learners

arXiv에 게시된 'Diffusion Language Models are Super Data Learners' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Language Models #Autoregressive Models #Data Efficiency #Scaling Laws #Data-Constrained Learning #Crossover Phenomenon #Pre-training #Masked Diffusion

2025년 11월 9일

[논문리뷰] CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents

Shijue Huang이 arXiv에 게시한 'CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Agents #Tool Use #Cost-Optimal Planning #Dynamic Environments #Benchmarking #Multi-Turn Interaction #Economic Reasoning

2025년 11월 9일

[논문리뷰] iFlyBot-VLA Technical Report

Jiajia wu이 arXiv에 게시한 'iFlyBot-VLA Technical Report' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language-Action Models #Robotics #Imitation Learning #Latent Actions #Diffusion Models #Dual-Arm Manipulation #Pretraining #Flow-Matching

2025년 11월 9일

[논문리뷰] When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought

arXiv에 게시된 'When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal AI #Visual Reasoning #Chain-of-Thought (CoT)#Benchmark #Image Generation #MLLMs #Visual-CoT

2025년 11월 9일

[논문리뷰] When Modalities Conflict: How Unimodal Reasoning Uncertainty Governs Preference Dynamics in MLLMs

Haotian Wang이 arXiv에 게시한 'When Modalities Conflict: How Unimodal Reasoning Uncertainty Governs Preference Dynamics in MLLMs' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Large Language Models (MLLMs)#Modality Following #Unimodal Uncertainty #Modality Preference #Conflict Resolution #Internal Mechanism #Entropy #Controllable Dataset

2025년 11월 9일

[논문리뷰] VidEmo: Affective-Tree Reasoning for Emotion-Centric Video Foundation Models

Pengfei Wan이 arXiv에 게시한 'VidEmo: Affective-Tree Reasoning for Emotion-Centric Video Foundation Models' 논문에 대한 자세한 리뷰입니다.

#Review #VideoLLMs #Emotion Understanding #Affective-Tree Reasoning #Curriculum Learning #Reinforcement Learning #Fine-Grained Emotion #Attribute Perception #Expression Analysis

2025년 11월 9일

[논문리뷰] VCode: a Multimodal Coding Benchmark with SVG as Symbolic Visual Representation

arXiv에 게시된 'VCode: a Multimodal Coding Benchmark with SVG as Symbolic Visual Representation' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal AI #Code Generation #SVG #Visual Representation #Benchmark #Large Vision-Language Models #Agentic AI #Reasoning

2025년 11월 9일

[논문리뷰] The Collaboration Gap

arXiv에 게시된 'The Collaboration Gap' 논문에 대한 자세한 리뷰입니다.

#Review #AI Collaboration #Multi-Agent Systems #Large Language Models (LLMs)#Maze Solving #Heterogeneous Agents #Collaboration Gap #Relay Inference #Agentic AI

2025년 11월 9일

[논문리뷰] TabDSR: Decompose, Sanitize, and Reason for Complex Numerical Reasoning in Tabular Data

Jin Zeng이 arXiv에 게시한 'TabDSR: Decompose, Sanitize, and Reason for Complex Numerical Reasoning in Tabular Data' 논문에 대한 자세한 리뷰입니다.

#Review #Tabular Data #Numerical Reasoning #Large Language Models (LLMs)#Table Question Answering (TQA)#Program-of-Thoughts (PoT)#Data Sanitization #Query Decomposition #Multi-hop Reasoning

2025년 11월 9일

[논문리뷰] TWIST2: Scalable, Portable, and Holistic Humanoid Data Collection System

Rocky Duan이 arXiv에 게시한 'TWIST2: Scalable, Portable, and Holistic Humanoid Data Collection System' 논문에 대한 자세한 리뷰입니다.

#Review #Humanoid Robotics #Data Collection #Teleoperation #Full-Body Control #Visuomotor Policy Learning #VR #Portable MoCap-Free

2025년 11월 9일

[논문리뷰] Step-Audio-EditX Technical Report

arXiv에 게시된 'Step-Audio-EditX Technical Report' 논문에 대한 자세한 리뷰입니다.

#Review #LLM-based Audio Model #Audio Editing #Text-to-Speech (TTS)#Zero-shot Learning #Large-Margin Data #Reinforcement Learning (RLHF)#Emotion Control #Speaking Style Transfer

2025년 11월 9일

[논문리뷰] Shorter but not Worse: Frugal Reasoning via Easy Samples as Length Regularizers in Math RLVR

arXiv에 게시된 'Shorter but not Worse: Frugal Reasoning via Easy Samples as Length Regularizers in Math RLVR' 논문에 대한 자세한 리뷰입니다.

#Review #LLMs #RLVR #Length Regularization #Mathematical Reasoning #Data Curation #Model Efficiency #Emergent Brevity

2025년 11월 9일

[논문리뷰] RoboChallenge: Large-scale Real-robot Evaluation of Embodied Policies

arXiv에 게시된 'RoboChallenge: Large-scale Real-robot Evaluation of Embodied Policies' 논문에 대한 자세한 리뷰입니다.

#Review #Robotics #Real-robot Evaluation #Embodied AI #Vision-Language-Action Models #Benchmarking #Online Testing System #Robotics Control #Large-scale Evaluation

2025년 11월 9일

[논문리뷰] RiddleBench: A New Generative Reasoning Benchmark for LLMs

arXiv에 게시된 'RiddleBench: A New Generative Reasoning Benchmark for LLMs' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Reasoning #Generative AI #Benchmark #Logical Deduction #Spatial Reasoning #Constraint Satisfaction #Hallucination Cascade #Self-Correction

2025년 11월 9일

[논문리뷰] Reg-DPO: SFT-Regularized Direct Preference Optimization with GT-Pair for Improving Video Generation

arXiv에 게시된 'Reg-DPO: SFT-Regularized Direct Preference Optimization with GT-Pair for Improving Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #Direct Preference Optimization #SFT Regularization #GT-Pair #Memory Optimization #Diffusion Models #I2V #T2V

2025년 11월 9일