研究日报归档页

《Four-Axis Decision Alignment for Long-Horizon Enterprise AI Agents》〔评测 / 应用 / 方法〕：Long-horizon enterprise agents make high-stakes decisions (loan underwriting, claims adjudication, clinical review, prior authorization)…

1. Four-Axis Decision Alignment for Long-Horizon Enterprise AI Agents · Score 162
   title matched "agent"；title matched "alignment"；summary matched "reasoning"
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2. Cyber Defense Benchmark: Agentic Threat Hunting Evaluation for LLMs in SecOps · Score 149
   title matched "agent"；title matched "benchmark"；title matched "evaluation"
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3. Taming Actor-Observer Asymmetry in Agents via Dialectical Alignment · Score 145
   title matched "agent"；title matched "alignment"；summary matched "reasoning"
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4. Discovering a Shared Logical Subspace: Steering LLM Logical Reasoning via Alignment of Natural-Language and Symbolic Views · Score 130
   title matched "reasoning"；title matched "alignment"；summary matched "benchmark"
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5. Revac: A Social Deduction Reasoning Agent · Score 127
   title matched "agent"；title matched "reasoning"；summary matched "evaluation"
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《PanDA: Unsupervised Domain Adaptation for Multimodal 3D Panoptic Segmentation in Autonomous Driving》〔评测 / 方法〕：This paper presents the first study on Unsupervised Domain Adaptation (UDA) for multimodal 3D panoptic segme…

1. PanDA: Unsupervised Domain Adaptation for Multimodal 3D Panoptic Segmentation in Autonomous Driving · Score 106
   title matched "multimodal"；title matched "segmentation"；has PDF
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2. Diff-SBSR: Learning Multimodal Feature-Enhanced Diffusion Models for Zero-Shot Sketch-Based 3D Shape Retrieval · Score 100
   title matched "diffusion"；title matched "multimodal"；has PDF
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3. ReImagine: Rethinking Controllable High-Quality Human Video Generation via Image-First Synthesis · Score 90
   title matched "video generation"；summary matched "diffusion"；has PDF
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4. MMControl: Unified Multi-Modal Control for Joint Audio-Video Generation · Score 89
   title matched "video generation"；summary matched "diffusion"；has PDF
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5. MedFlowSeg: Flow Matching for Medical Image Segmentation with Frequency-Aware Attention · Score 89
   title matched "segmentation"；summary matched "diffusion"；has PDF
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《Classifying American Society of Anesthesiologists Physical Status With a Low-Rank-Adapted Large Language Model: Development and Validation Study.》〔评测 / 应用 / 方法〕：BACKGROUND: The American Society of Anesthesiologists Phy…

1. Classifying American Society of Anesthesiologists Physical Status With a Low-Rank-Adapted Large Language Model: Development and Validation Study. · Score 111
   title matched "language model"；summary matched "benchmark"；summary matched "clinical"
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2. Enhancing large language model clinical support information with machine learning risk and explainability: a feasibility study. · Score 109
   title matched "language model"；title matched "clinical"；has DOI
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3. Clinical Model Autophagy: The Risk of Interpretative Drift in Recursive Medical AI. · Score 93
   title matched "clinical"；summary matched "language model"；has DOI
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4. APSevLM: Acute Pancreatitis Severity Language Model. · Score 90
   title matched "language model"；summary matched "clinical"；has DOI
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5. Comparing Clinical Outcomes in Cardiac Surgical Patients Who Receive Sugammadex Versus Placebo: A Prospective Randomized Blinded Controlled Trial. · Score 88
   title matched "clinical"；summary matched "benchmark"；has DOI
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OpenAlex AI 今日没有新的命中文献。

《MathNet: a Global Multimodal Benchmark for Mathematical Reasoning and Retrieval》〔评测 / 数据 / 方法〕：Mathematical problem solving remains a challenging test of reasoning for large language and multimodal models, yet existing…

1. MathNet: a Global Multimodal Benchmark for Mathematical Reasoning and Retrieval · Score 112
   title matched "reasoning"；title matched "benchmark"；has PDF
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2. Benchmarking System Dynamics AI Assistants: Cloud Versus Local LLMs on CLD Extraction and Discussion · Score 108
   title matched "benchmark"；summary matched "reasoning"；summary matched "evaluation"
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3. ClawEnvKit: Automatic Environment Generation for Claw-Like Agents · Score 107
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4. MASS-RAG: Multi-Agent Synthesis Retrieval-Augmented Generation · Score 107
   title matched "agent"；summary matched "reasoning"；summary matched "benchmark"
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5. OneVL: One-Step Latent Reasoning and Planning with Vision-Language Explanation · Score 106
   title matched "reasoning"；summary matched "agent"；summary matched "benchmark"
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《AdaCluster: Adaptive Query-Key Clustering for Sparse Attention in Video Generation》〔应用 / 方法〕：Video diffusion transformers (DiTs) suffer from prohibitive inference latency due to quadratic attention complexity. Existing…

1. AdaCluster: Adaptive Query-Key Clustering for Sparse Attention in Video Generation · Score 87
   title matched "video generation"；summary matched "diffusion"；has PDF
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2. DiffuSAM: Diffusion Guided Zero-Shot Object Grounding for Remote Sensing Imagery · Score 85
   title matched "diffusion"；summary matched "segmentation"；has PDF
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3. Weakly-Supervised Referring Video Object Segmentation through Text Supervision · Score 76
   title matched "segmentation"；summary matched "multimodal"；has PDF
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4. AnchorSeg: Language Grounded Query Banks for Reasoning Segmentation · Score 72
   title matched "segmentation"；has PDF；has rich summary
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5. UDM-GRPO: Stable and Efficient Group Relative Policy Optimization for Uniform Discrete Diffusion Models · Score 71
   title matched "diffusion"；has PDF；has rich summary
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《Transforming oncology clinical trial matching through neuro-symbolic, multi-agent AI and an oncology-specific knowledge graph: a prospective evaluation in 3804 patients.》〔评测 / 数据 / 应用 / 方法〕：BACKGROUND: Clinical trial e…

1. Transforming oncology clinical trial matching through neuro-symbolic, multi-agent AI and an oncology-specific knowledge graph: a prospective evaluation in 3804 patients. · Score 101
   title matched "clinical"；summary matched "language model"；summary matched "benchmark"
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2. Developing and evaluating definitions of real-world clinical endpoints for patients with early-stage triple-negative breast cancer using a United States of America secondary database. · Score 83
   title matched "clinical"；summary matched "benchmark"；has DOI
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3. Investigating fine-tuning versus zero-shot learning for general large language models when predicting cancer survival from initial oncology consultation documents. · Score 83
   title matched "language model"；summary matched "clinical"；has DOI
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4. A Comparative Evaluation of Three Large Language Models for Parent-Centered Questions About Anorexia Nervosa. · Score 83
   title matched "language model"；summary matched "clinical"；has DOI
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5. Impacts of Multidisciplinary Lung Cancer Meeting Presentation in a Clinical Quality Registry. · Score 66
   title matched "clinical"；has DOI；has rich summary
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OpenAlex AI 今日没有新的命中文献。

LLM 今日没有新的命中文献。

Vision 今日没有新的命中文献。

《Medic Training at Military-Civilian Partnerships-A Narrative Review.》〔评测 / 应用 / 方法〕：INTRODUCTION: Military-Civilian Partnerships (MCP) were developed to mitigate degradation of combat medical readiness during peacetime…

1. Medic Training at Military-Civilian Partnerships-A Narrative Review. · Score 62
   summary matched "benchmark"；summary matched "clinical"；has DOI
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《Artificial Intelligence And The Transformation of Labor Markets》〔方法〕：The rapid advancement of artificial intelligence (AI) technologies, particularly generative AI and large language models, has reignited debates about…

1. Artificial Intelligence And The Transformation of Labor Markets · Score 60
   summary matched "language model"；has DOI；has rich summary
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2. Artificial Intelligence And The Transformation of Labor Markets · Score 60
   summary matched "language model"；has DOI；has rich summary
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LLM 今日没有新的命中文献。

Vision 今日没有新的命中文献。

PubMed AI 今日没有新的命中文献。

OpenAlex AI 今日没有新的命中文献。

LLM 今日没有新的命中文献。

Vision 今日没有新的命中文献。

《Pretraining effective T5 generative models for clinical and biomedical applications.》〔评测 / 数据 / 应用 / 方法〕：This paper presents a study of the impact of corpus selection and vocabulary design on the performance of T5-base…

1. Pretraining effective T5 generative models for clinical and biomedical applications. · Score 108
   title matched "clinical"；summary matched "language model"；summary matched "benchmark"
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2. MILU: a consensus ensemble benchmark for multimodal medical imaging lecture understanding. · Score 82
   title matched "benchmark"；summary matched "language model"；has DOI
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3. Comparative performance of large language models and Drugs.com versus Lexicomp for antiseizure medication drug-drug interactions: A cross-sectional study with iterative prompting analysis. · Score 82
   title matched "language model"；summary matched "clinical"；has DOI
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4. Weakly Supervised Composed Object Re-Identification With Large Models. · Score 68
   summary matched "language model"；summary matched "benchmark"；has DOI
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5. An explainable multi-head attention network for healthcare IoT threat detection based on the MedDefender-MHAN framework. · Score 68
   summary matched "benchmark"；summary matched "clinical"；has DOI
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OpenAlex AI 今日没有新的命中文献。

《CoopEval: Benchmarking Cooperation-Sustaining Mechanisms and LLM Agents in Social Dilemmas》〔评测 / 方法〕：It is increasingly important that LLM agents interact effectively and safely with other goal-pursuing agents, yet, re…

1. CoopEval: Benchmarking Cooperation-Sustaining Mechanisms and LLM Agents in Social Dilemmas · Score 130
   title matched "agent"；title matched "benchmark"；summary matched "reasoning"
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2. IE as Cache: Information Extraction Enhanced Agentic Reasoning · Score 124
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3. QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies · Score 123
   title matched "benchmark"；summary matched "agent"；summary matched "alignment"
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4. From Reactive to Proactive: Assessing the Proactivity of Voice Agents via ProVoice-Bench · Score 122
   title matched "agent"；summary matched "reasoning"；summary matched "benchmark"
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5. An Axiomatic Benchmark for Evaluation of Scientific Novelty Metrics · Score 109
   title matched "benchmark"；title matched "evaluation"；has PDF
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《SegWithU: Uncertainty as Perturbation Energy for Single-Forward-Pass Risk-Aware Medical Image Segmentation》〔应用 / 方法〕：Reliable uncertainty estimation is critical for medical image segmentation, where automated contours…

1. SegWithU: Uncertainty as Perturbation Energy for Single-Forward-Pass Risk-Aware Medical Image Segmentation · Score 72
   title matched "segmentation"；has PDF；has rich summary
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2. Unsupervised Skeleton-Based Action Segmentation via Hierarchical Spatiotemporal Vector Quantization · Score 70
   title matched "segmentation"；has PDF；has rich summary
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3. Boundary-Centric Active Learning for Temporal Action Segmentation · Score 70
   title matched "segmentation"；has PDF；has rich summary
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4. An Analysis of Regularization and Fokker-Planck Residuals in Diffusion Models for Image Generation · Score 70
   title matched "diffusion"；has PDF；has rich summary
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5. RAD-2: Scaling Reinforcement Learning in a Generator-Discriminator Framework · Score 68
   summary matched "diffusion"；summary matched "multimodal"；has PDF
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《Applying natural language processing and large language models to clinical notes for phenotyping and diagnosing rare diseases: a systematic review.》〔评测 / 数据 / 应用 / 方法〕：OBJECTIVES: Patients with rare diseases often face…

1. Applying natural language processing and large language models to clinical notes for phenotyping and diagnosing rare diseases: a systematic review. · Score 113
   title matched "language model"；title matched "clinical"；has DOI
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2. Evaluation of large language models with clinical guidance for vetting outpatient magnetic resonance imaging lumbar spine referrals. · Score 107
   title matched "language model"；title matched "clinical"；has DOI
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3. From Image to Pixels: towards Fine-Grained Medical Vision-Language Models. · Score 106
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4. Targeted use of large language models for EHR-based computable phenotyping. · Score 93
   title matched "language model"；summary matched "clinical"；has DOI
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5. Dual perspectives on large language models in rheumatology: physician-rated quality and patient-centered usability of GPT-4o versus DeepSeek-V3. · Score 85
   title matched "language model"；summary matched "clinical"；has DOI
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OpenAlex AI 今日没有新的命中文献。

《GeoAgentBench: A Dynamic Execution Benchmark for Tool-Augmented Agents in Spatial Analysis》〔评测 / 应用 / 方法〕：The integration of Large Language Models (LLMs) into Geographic Information Systems (GIS) marks a paradigm shift…

1. GeoAgentBench: A Dynamic Execution Benchmark for Tool-Augmented Agents in Spatial Analysis · Score 162
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2. HINTBench: Horizon-agent Intrinsic Non-attack Trajectory Benchmark · Score 127
   title matched "agent"；title matched "benchmark"；summary matched "evaluation"
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3. Character Beyond Speech: Leveraging Role-Playing Evaluation in Audio Large Language Models via Reinforcement Learning · Score 120
   title matched "evaluation"；summary matched "agent"；summary matched "reasoning"
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4. LongCoT: Benchmarking Long-Horizon Chain-of-Thought Reasoning · Score 112
   title matched "reasoning"；title matched "benchmark"；has PDF
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5. Correct Prediction, Wrong Steps? Consensus Reasoning Knowledge Graph for Robust Chain-of-Thought Synthesis · Score 108
   title matched "reasoning"；summary matched "benchmark"；summary matched "evaluation"
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《ROSE: Retrieval-Oriented Segmentation Enhancement》〔评测 / 方法〕：Existing segmentation models based on multimodal large language models (MLLMs), such as LISA, often struggle with novel or emerging entities due to their inab…

1. ROSE: Retrieval-Oriented Segmentation Enhancement · Score 90
   title matched "segmentation"；summary matched "multimodal"；has PDF
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2. Decoding the Delta: Unifying Remote Sensing Change Detection and Understanding with Multimodal Large Language Models · Score 88
   title matched "multimodal"；summary matched "segmentation"；has PDF
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3. Free Lunch for Unified Multimodal Models: Enhancing Generation via Reflective Rectification with Inherent Understanding · Score 78
   title matched "multimodal"；summary matched "diffusion"；has PDF
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4. DiT as Real-Time Rerenderer: Streaming Video Stylization with Autoregressive Diffusion Transformer · Score 78
   title matched "diffusion"；summary matched "video generation"；has PDF
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5. Seedance 2.0: Advancing Video Generation for World Complexity · Score 72
   title matched "video generation"；has PDF；has rich summary
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《Augmenting Large Language Model With Prompt Engineering and Supervised Fine-Tuning in Non-Small Cell Lung Cancer Tumor-Node-Metastasis Staging: Framework Development and Validation.》〔评测 / 数据 / 应用 / 方法〕：BACKGROUND: Accu…

1. Augmenting Large Language Model With Prompt Engineering and Supervised Fine-Tuning in Non-Small Cell Lung Cancer Tumor-Node-Metastasis Staging: Framework Development and Validation. · Score 107
   title matched "language model"；summary matched "benchmark"；summary matched "clinical"
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2. PKFAR: psychiatry knowledge-fused augmented reasoning with large language models. · Score 98
   title matched "language model"；summary matched "benchmark"；summary matched "clinical"
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3. Fact-Checking Large Language Model Responses to a Health Care Prompt: Comparative Study. · Score 91
   title matched "language model"；summary matched "clinical"；has DOI
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4. Fine-Tuned Large Language Models for Automated Radiology Impression Generation: A Multicenter Evaluation. · Score 86
   title matched "language model"；summary matched "clinical"；has DOI
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5. A Multi-AI Agent Framework for Interactive Neurosurgical Education and Evaluation: From Vignettes to Virtual Conversations. · Score 76
   summary matched "language model"；summary matched "benchmark"；summary matched "clinical"
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OpenAlex AI 今日没有新的命中文献。

《Parallax: Why AI Agents That Think Must Never Act》〔评测 / 应用 / 方法〕：Autonomous AI agents are rapidly transitioning from experimental tools to operational infrastructure, with projections that 80% of enterprise application…

1. Parallax: Why AI Agents That Think Must Never Act · Score 107
   title matched "agent"；summary matched "reasoning"；summary matched "evaluation"
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2. Drawing on Memory: Dual-Trace Encoding Improves Cross-Session Recall in LLM Agents · Score 107
   title matched "agent"；summary matched "reasoning"；summary matched "benchmark"
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3. Round-Trip Translation Reveals What Frontier Multilingual Benchmarks Miss · Score 106
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4. Towards Long-horizon Agentic Multimodal Search · Score 106
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5. QuarkMedSearch: A Long-Horizon Deep Search Agent for Exploring Medical Intelligence · Score 105
   title matched "agent"；summary matched "benchmark"；summary matched "evaluation"
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《RSGMamba: Reliability-Aware Self-Gated State Space Model for Multimodal Semantic Segmentation》〔评测 / 方法〕：Multimodal semantic segmentation has emerged as a powerful paradigm for enhancing scene understanding by leveragin…

1. RSGMamba: Reliability-Aware Self-Gated State Space Model for Multimodal Semantic Segmentation · Score 100
   title matched "multimodal"；title matched "segmentation"；has PDF
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2. All in One: A Unified Synthetic Data Pipeline for Multimodal Video Understanding · Score 78
   title matched "multimodal"；summary matched "segmentation"；has PDF
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3. Probabilistic Feature Imputation and Uncertainty-Aware Multimodal Federated Aggregation · Score 71
   title matched "multimodal"；has PDF；has rich summary
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4. AbdomenGen: Sequential Volume-Conditioned Diffusion Framework for Abdominal Anatomy Generation · Score 71
   title matched "diffusion"；has PDF；has rich summary
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5. Radar-Camera BEV Multi-Task Learning with Cross-Task Attention Bridge for Joint 3D Detection and Segmentation · Score 70
   title matched "segmentation"；has PDF；has rich summary
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《VLBiasBench: A Comprehensive Benchmark for Evaluating Bias in Large Vision-Language Model.》〔评测 / 数据 / 方法〕：The emergence of Large Vision-Language Models (LVLMs) marks significant strides towards achieving general artifi…

1. VLBiasBench: A Comprehensive Benchmark for Evaluating Bias in Large Vision-Language Model. · Score 111
   title matched "language model"；title matched "benchmark"；has DOI
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2. Multimodal large language models in brain tumor imaging: clinical applications and future perspectives. · Score 109
   title matched "language model"；title matched "clinical"；has DOI
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3. Bridging the Modality Gap in Medical Vision-Language Models: A Hybrid Contrastive-Optimal Transport Framework for Enhanced Cross-Modal Alignment. · Score 107
   title matched "language model"；summary matched "benchmark"；summary matched "clinical"
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4. User Experience and Early Clinical Outcomes of a Mental Wellness Chatbot for Depression and Anxiety: Pilot Evaluation Mixed Methods Study. · Score 93
   title matched "clinical"；summary matched "language model"；has DOI
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5. Comparison of AI-based Chatbot Performance in Analyzing Clinical Scenarios versus Medical Residents: A Novel Approach in Chest Diseases Education. · Score 82
   title matched "clinical"；summary matched "language model"；has DOI
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《Demystifying Attitudes and Effects of Usage of Large-Language Models Among College-Aged Students》〔方法〕：In compiling literature for my senior seminar on combating hallucinations present within responses from large-langua…

1. Demystifying Attitudes and Effects of Usage of Large-Language Models Among College-Aged Students · Score 70
   title matched "language model"；has rich summary；has complete metadata
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《UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents》〔评测 / 数据 / 应用 / 方法〕：Tool-use capability is a fundamental component of LLM agents, enabling them to interact with external systems throu…

1. UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents · Score 145
   title matched "agent"；title matched "evaluation"；summary matched "reasoning"
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2. General365: Benchmarking General Reasoning in Large Language Models Across Diverse and Challenging Tasks · Score 130
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3. Collaborative Multi-Agent Scripts Generation for Enhancing Imperfect-Information Reasoning in Murder Mystery Games · Score 129
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4. FM-Agent: Scaling Formal Methods to Large Systems via LLM-Based Hoare-Style Reasoning · Score 127
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5. From Translation to Superset: Benchmark-Driven Evolution of a Production AI Agent from Rust to Python · Score 126
   title matched "agent"；title matched "benchmark"；summary matched "evaluation"
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《OmniShow: Unifying Multimodal Conditions for Human-Object Interaction Video Generation》〔评测 / 数据 / 应用 / 方法〕：In this work, we study Human-Object Interaction Video Generation (HOIVG), which aims to synthesize high-quality…

1. OmniShow: Unifying Multimodal Conditions for Human-Object Interaction Video Generation · Score 112
   title matched "video generation"；title matched "multimodal"；has PDF
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2. LMMs Meet Object-Centric Vision: Understanding, Segmentation, Editing and Generation · Score 90
   title matched "segmentation"；summary matched "multimodal"；has PDF
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3. GeomPrompt: Geometric Prompt Learning for RGB-D Semantic Segmentation Under Missing and Degraded Depth · Score 87
   title matched "segmentation"；summary matched "multimodal"；has PDF
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4. Anthropogenic Regional Adaptation in Multimodal Vision-Language Model · Score 86
   title matched "multimodal"；summary matched "diffusion"；has PDF
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5. GazeVaLM: A Multi-Observer Eye-Tracking Benchmark for Evaluating Clinical Realism in AI-Generated X-Rays · Score 78
   summary matched "diffusion"；summary matched "multimodal"；has DOI
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《Comparing Large Language Models and Traditional Machine Translation Tools for Translating Medical Consultation Summaries: Quantitative Pilot Feasibility Study.》〔评测 / 应用 / 方法〕：BACKGROUND: Translation of medical consulta…

1. Comparing Large Language Models and Traditional Machine Translation Tools for Translating Medical Consultation Summaries: Quantitative Pilot Feasibility Study. · Score 107
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2. Toward Sustainable Clinical Analysis: Benchmarking Plastic Use in LC-MS Sample Preparation - Exemplified by Ketamine Analogues in Whole Blood. · Score 107
   title matched "benchmark"；title matched "clinical"；has DOI
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3. Text4Seg++: Advancing Image Segmentation via Generative Language Modeling. · Score 89
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4. Diversity in clinical Trials: The example of systemic lupus erythematosus. · Score 82
   title matched "clinical"；summary matched "benchmark"；has DOI
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5. Comparative Performance of Gemini 3 Pro and GPT-5 Family Models on Ophthalmology Board-Style Questions. · Score 78
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《ECO-Charge: Multi-Agent Smart-Charging for Electric Vehicles》〔方法〕：International audience

1. ECO-Charge: Multi-Agent Smart-Charging for Electric Vehicles · Score 64
   title matched "agent"；has complete metadata
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LLM 今日没有新的命中文献。

Vision 今日没有新的命中文献。

PubMed AI 今日没有新的命中文献。

OpenAlex AI 今日没有新的命中文献。

LLM 今日没有新的命中文献。

Vision 今日没有新的命中文献。

《Combining structural modeling and deep learning to calculate the E. coli protein interactome and functional networks.》〔数据 / 方法〕：We report on the integration of three methods that predict, on a proteome-wide scale, whet…

1. Combining structural modeling and deep learning to calculate the E. coli protein interactome and functional networks. · Score 48
   summary matched "language model"；has DOI；has rich summary
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OpenAlex AI 今日没有新的命中文献。

LLM 今日没有新的命中文献。

Vision 今日没有新的命中文献。

《Factors influencing large language model adoption among dental students: a cross-sectional study.》〔应用 / 方法〕：This research evaluates the factors influencing the behavioural intention (BI) to adopt large language models…

1. Evaluating the clinical decision-making performance of large language models in clinically oriented thoracic anatomy scenarios: a comparative evaluation study. · Score 104
   title matched "language model"；title matched "clinical"；has DOI
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2. Exploratory study of large language models in surgical decision-making for lumbar disc herniation: a multicenter analysis based on multisource clinical information. · Score 104
   title matched "language model"；title matched "clinical"；has DOI
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3. A hybrid large language model framework for structured data entry from code-switched persian clinical speech. · Score 104
   title matched "language model"；title matched "clinical"；has DOI
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4. Factors influencing large language model adoption among dental students: a cross-sectional study. · Score 88
   title matched "language model"；summary matched "clinical"；has DOI
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《Coalition Drift: When Agents Drift Together Why multi-agent systems don't just drift individually — they drift as a group, and why that matters more than any single-agent failure mode.》〔方法〕：Most AI governance framework…

1. Coalition Drift: When Agents Drift Together Why multi-agent systems don't just drift individually — they drift as a group, and why that matters more than any single-agent failure mode. · Score 70
   title matched "agent"；has DOI；has rich summary
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2. Coalition Drift: When Agents Drift Together Why multi-agent systems don't just drift individually — they drift as a group, and why that matters more than any single-agent failure mode. · Score 70
   title matched "agent"；has DOI；has rich summary
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3. Coalition Formation Events: How Multi-Agent Systems Create Temporary Actors · Score 70
   title matched "agent"；has DOI；has rich summary
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4. Coalition Formation Events: How Multi-Agent Systems Create Temporary Actors · Score 70
   title matched "agent"；has DOI；has rich summary
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5. U-P Duality in Multi-Agent Systems: A Seven-Space Algorithm for Complex Nonlinear AI (Corrected Version) · Score 70
   title matched "agent"；has DOI；has rich summary
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LLM 今日没有新的命中文献。

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PubMed AI 今日没有新的命中文献。

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《Subcategory vs category fluency: Items and networks in healthy young adults and simulation with a large language model.》〔评测 / 应用 / 方法〕：Category fluency tasks involve producing words constrained by a semantic field (ani…

1. Subcategory vs category fluency: Items and networks in healthy young adults and simulation with a large language model.
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2. Sequence Display enables large-scale sequence-activity datasets for rapid protein evolution.
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3. ClinicRealm: Re-evaluating large language models with conventional machine learning for non-generative clinical prediction tasks.
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4. Advancing neurotech justice in youth digital mental health: insights from an interdisciplinary and cross-generational workshop.
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5. A guide to using embedded ethics in human stem-cell-based embryo model research.
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收录 15 篇，重点包括《Paper Circle: An Open-source Multi-agent Research Discovery and Analysis Framework》、《Topological Characterization of Churn Flow and Unsupervised Correction to the Wu Flow-Regime Map in Small-Diameter Vertic…

1. Paper Circle: An Open-source Multi-agent Research Discovery and Analysis Framework
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2. Topological Characterization of Churn Flow and Unsupervised Correction to the Wu Flow-Regime Map in Small-Diameter Vertical Pipes
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3. The Character Error Vector: Decomposable errors for page-level OCR evaluation
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4. MMEmb-R1: Reasoning-Enhanced Multimodal Embedding with Pair-Aware Selection and Adaptive Control
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5. Toward Consistent World Models with Multi-Token Prediction and Latent Semantic Enhancement
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收录 10 篇，重点包括《Action Images: End-to-End Policy Learning via Multiview Video Generation》、《DiffHDR: Re-Exposing LDR Videos with Video Diffusion Models》。

1. Action Images: End-to-End Policy Learning via Multiview Video Generation
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2. DiffHDR: Re-Exposing LDR Videos with Video Diffusion Models
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3. MMEmb-R1: Reasoning-Enhanced Multimodal Embedding with Pair-Aware Selection and Adaptive Control
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4. Lightweight Multimodal Adaptation of Vision Language Models for Species Recognition and Habitat Context Interpretation in Drone Thermal Imagery
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5. SEM-ROVER: Semantic Voxel-Guided Diffusion for Large-Scale Driving Scene Generation
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