PAPER EVIDENCE RANKING
基于PaperMiner证据链动态评分。缺失证据保持未知，不等同于零分；不同任务论文不宜只凭总分直接比较。
| 排名 | 论文 | 得分 | 主要署名单位 | 任务 / 年份 | 覆盖率 |
|---|---|---|---|---|---|
| 1 | DepthAnything and SAM for UIE: Exploring Large Model Information Contributes to Underwater Image Restoration | 73.16 | Sun Yat-sen University, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai) | 图像增强 | 100% |
| 2 | Decoding the Sequence Determinants of Locus-Specific DNA Methylation Across Human Tissues | 73.14 | Shandong University, Chinese Academy of Sciences, Macao Polytechnic University, University of Electronic Science and Technology of China, Tianjin University | AI科研 | 100% |
| 3 | Unsupervised Anomaly Detection in Brain MRI via Disentangled Anatomy Learning⋆ | 73.1 | School of Automation and Intelligent Sensing, Shanghai Jiao Tong University, Shanghai, China; School of Computer Science, The University of Sydney, Sydney, Australia; Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, China; Department of Radiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China; Biomedical Engineering Department, Tulane University, New Orleans, USA. | AI医疗 · 2025 | 100% |
| 4 | LitBench: A Graph-Centric Large Language Model Benchmarking Tool For Literature Tasks | 72.98 | Yale University | 数据集 · 2026 | 100% |
| 5 | The limits of fair medical imaging AI in real-world generalization | 72.94 | Massachusetts Institute of Technology, Emory University, Stanford University | AI医疗 | 100% |
| 6 | Highly accurate protein structure prediction for the human proteome | 72.89 | DeepMind, European Bioinformatics Institute (EMBL-EBI) | AI科研 | 100% |
| 7 | Building Low-Altitude Communication Networks: A Digital Twin-Based Optimization Framework | 72.83 | 中国电子科技大学深圳高等研究院，香港中文大学（深圳），香港科技大学，中国移动通信集团广东有限公司深圳分公司，香港中文大学 | AI应用 · 2026 | 100% |
| 8 | Beyond Fine-Tuning: Robust Food Entity Linking under Ontology Drift with FoodOntoRAG | 72.78 | Jožef Stefan International Postgraduate School, Jožef Stefan Institute, Ljubljana, Slovenia | NLP · 2026 | 100% |
| 9 | DALD-PCAC: Density-Adaptive Learning Descriptor for Point Cloud Lossless Attribute Compression | 72.78 | City University of Hong Kong, Hong Kong SAR, China; Peking University Shenzhen Graduate School, China; University of Missouri-Kansas City, USA; Tencent Media Laboratory, USA | 3D渲染 · 2026 | 100% |
| 10 | Flow cytometry with event-based vision and spiking neuromorphic hardware | 72.76 | University of Groningen, Ghent University - imec | 类脑计算 | 100% |
| 11 | DepthAnything and SAM for UIE: Exploring Large Model Information Contributes to Underwater Image Restoration | 72.76 | Sun Yat-sen University, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai) | 图像增强 | 100% |
| 12 | Solaris: Building a Multiplayer Video World Model in Minecraft | 72.68 | New York University | 视频生成 · 2026 | 100% |
| 13 | StyleDoctor: Towards Specialist Reward Model for Style-centric Generation Tasks | 72.68 | Mohamed bin Zayed University of Artificial Intelligence, MMLab, The Chinese University of Hong Kong | 图像生成 | 100% |
| 14 | Self-Supervised Z-Slice Augmentation for 3D Bio-Imaging via Knowledge Distillation | 72.66 | Center for Interdisciplinary Research in Biology (CIRB), Collège de France, Université PSL, CNRS, INSERM, 75005 Paris, France; Université Grenoble-Alpes, CEA, CNRS, INRA, Interdisciplinary Research Institute of Grenoble, CytoMorpho Lab, Grenoble, France; Laboratory of Developmental Biology of the Villefranche-sur-Mer, Institute of Villefranche-sur-Mer, Sorbonne University, CNRS, Villefranche-sur-Mer, France; Laboratory of Molecular Biology, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD, 20892, USA; Department of Reproductive Medicine, Hospices Civils de Lyon, Bron, France; INSERM U1208 Stem Cells and Brain Institute, Bron, France; Claude Bernard Lyon 1 University, Lyon, France. | AI医疗 · 2025 | 100% |
| 15 | C2|Q⟩: A Robust Framework for Bridging Classical and Quantum Software Development — RCR Report | 72.65 | M3S Research Group, SEIS Unit, University of Oulu, Finland; Nano and Molecular Systems Research Unit, University of Oulu, Finland; School of Computer Science, Wuhan University, China; Software Engineering Department, Lappeenranta-Lahti University of Technology, Finland; Department of Computer Science, Aalto University, Finland | 量子计算AI · 2026 | 100% |
| 16 | Bradley-Terry Rankings for Recommender Systems Across Dataset Taxonomies | 72.63 | HSE University | AI应用 · 2026 | 100% |
| 17 | Sensorium Arc: AI Agent System for Oceanic Data Exploration and Interactive Eco-Art | 72.62 | Immersive Media Design University of Maryland College Park, Center for the Study of the Force Majeure University of California, Santa Cruz, Virtual Planet Technologies | Agent · 2025 | 100% |
| 18 | Multivalent ion binding site identification with structure-based deep learning | 72.61 | Constructor University Bremen gGmbH, Constructor Labs | AI科研 | 100% |
| 19 | Self-supervised image denoising and restoration method for atomic force microscopy | 72.58 | Weill Cornell Medicine | 图像去噪 | 100% |
| 20 | A Framework for Switchable LLM Alignment via CITA – Contrastive Instruction-Tuned Alignment | 72.58 | 1San José State University, USA 2Google, USA 3Apple, USA 4Pragya Lab, BITS Pilani Goa, India | 大语言模型 · 2026 | 100% |
| 21 | Multi-modal learning with incomplete data | 72.57 | University of Oslo | 多模态 | 100% |
| 22 | SWE-bench Science: Can Coding Agents Resolve Engineering Tasks in Science? | 72.53 | Shanghai Innovation Institute, Fudan University | AI科研 · 2026 | 100% |
| 23 | SIDME: Self-supervised Image Demoiréing via Masked EncoderDecoder Reconstruction | 72.53 | College of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing 100876, China; College of Electronic Information and Electrical Engineering, Shanghai Jiaotong University, Shanghai 200030, China; College of Information, Shanghai Ocean University, Shanghai 201306, China; College of Computer, Beijing University of Posts and Telecommunications, Beijing 100876, China | 未分类 · 2025 | 100% |
| 24 | LEIQ-Assessor: Multi-dimensional Quality Assessment of Low-light Enhanced Images via Multi-task Learning | 72.51 | East China Normal University, Shanghai Jiao Tong University | AI应用 · 2026 | 100% |
| 25 | "DIVE" into Hydrogen Storage Materials Discovery with AI Agents | 72.51 | Advanced Institute for Materials Research (WPI-AIMR), Tohoku University, Sendai 980-8577, Japan; Frontier Research Institute for Interdisciplinary Sciences (FRIS), Tohoku University, Sendai 980-8577, Japan; Department of Materials Engineering, The University of Tokyo, Tokyo 113-8656, Japan; Institute of Fluid Science, Tohoku University, Sendai, 980-8577, Japan; Institute for Materials Research (IMR), Tohoku University, Sendai, 980-8577, Japan | Agent · 2025 | 100% |
| 26 | ABC-Bench: Benchmarking Agentic Backend Coding in Real-World Development | 72.5 | Fudan University, Shanghai Qiji Zhifeng Co., Ltd., Shanghai Innovation Institute | Agent · 2026 | 100% |
| 27 | Deterministic access to global viral sequence data enables robust agent-driven scientific discovery | 72.5 | Broad Institute of MIT and Harvard, NCBI, Robert Koch Institute, Shanghai Academy of AI for Science (SAIS) | AI科研 · 2026 | 100% |
| 28 | Approaching Low-Cost Cardiac Intelligence with Semi-Supervised Knowledge Distillation | 72.49 | Department of Biomedical Engineering, City University of Hong Kong, Hong Kong, China; Hong Kong Center for Cerebro-Cardiovascular Health Engineering, Hong Kong Science Park, Hong Kong, China; Hong Kong Institutes of Medical Engineering, Hong Kong, China; Department of Electronic Engineering, Chinese University of Hong Kong, Hong Kong, China; the AICARE Bay Lab,Guangdong Medical University, Dong Guan, China; Department of Electrical and Computer Engineering and School of Biomedical Engineering, McMaster University, Hamilton, ON, Canada; Department of Data Science, City University of Hong Kong, Hong Kong, China | AI医疗 · 2025 | 100% |
| 29 | Towards 3D Scene Understanding of Gas Plumes in LWIR Hyperspectral Images Using Neural Radiance Fields | 72.47 | Utah State University, Department of Mathematics & Statistics, Logan, UT USA; Los Alamos National Laboratory, Intelligence and Space Research Division, Los Alamos, NM USA | 3D渲染 · 2026 | 100% |
| 30 | Flex4DHuman: Flexible Multi-view Video Diffusion for 4D Human Reconstruction | 72.47 | University of Washington, World Labs | 视频生成 · 2026 | 100% |
| 31 | Brain-Grounded Axes for Reading and Steering LLM States | 72.45 | NYU | 大语言模型 · 2025 | 100% |
| 32 | Wavelet-Optimized Motion Artifact Correction in 3D MRI Using Pre-trained 2D Score Priors | 72.44 | Key Lab of Optoelectronic Technology and Systems, and Engineering Research Center of Industrial Computed Tomography Nondestructive Testing, Ministry of Education, Chongqing University, Chongqing, China, 400044 | AI医疗 · 2025 | 100% |
| 33 | MADD: Multi-Agent Drug Discovery Orchestra | 72.4 | ITMO University, Saint Petersburg, Russia; Sber AI Lab, Moscow, Russia; D ONE AG, Zurich, Switzerland; HSE University, Moscow, Russia | AI医疗 · 2025 | 100% |
| 34 | Analytic Fourier ptychotomography for volumetric refractive index imaging | 72.4 | Department of Electrical Engineering, California Institute of Technology, Pasadena, CA, USA; Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, USA | AI医疗 · 2025 | 100% |
| 35 | PTB-XL-Image-17K: A Large-Scale Synthetic ECG Image Dataset with Comprehensive Ground Truth for Deep Learning-Based Digitization | 72.37 | NED University of Engineering and Technology Karachi, Pakistan | AI医疗 · 2026 | 100% |
| 36 | OncoReg: Medical Image Registration for Oncological Challenges | 72.35 | University of Lubeck, University Hospital Schleswig-Holstein, Rensselaer Polytechnic Institute, University of Birmingham, University of Manchester, DAMO Academy Alibaba Group, Hangzhou Shengshi Technology Co., Ltd, EchoScout GmbH, Radboud University Medical Center | AI医疗 · 2025 | 100% |
| 37 | BM4D-PC: nonlocal volumetric denoising of principal components of diffusion-weighted MR images | 72.35 | University of Pittsburgh School of Medicine, University of São Paulo, Tampere University, Western University | 图像去噪 · 2025 | 100% |
| 38 | Simple Models, Rich Representations: Visual Decoding from Primate Intracortical Neural Signals | 72.35 | University of Rome, Tor Vergata Department of Biomedicine and Prevention; A.A. Martinos Center for Biomedical Imaging Harvard Medical School/MGH, Boston (US) | 脑机接口 · 2026 | 100% |
| 39 | AUREXA-SE: Audio-Visual Unified Representation Exchange Architecture with Cross-Attention and Squeezeformer for Speech Enhancement | 72.35 | Indian Institute of Technology Indore, Simrol, Indore, 453552, India School of Computing, Edinburgh Napier University, EH11 4BN, Edinburgh, United Kingdom | 语音增强 · 2025 | 100% |
| 40 | CONCUR: BENCHMARKING LLMS FOR CONCURRENT CODEGENERATION | 72.34 | The University of Queensland, Texas A&M University - Kingsville, Carnegie Mellon University | 大语言模型 · 2026 | 100% |
| 41 | Institutional Books — Visual Elements: An open-source pipeline for extracting, classifying, deduplicating, and captioning visual elements from digital book collections. | 72.34 | Harvard Law School Library, Harvard Library, Harvard Law School, Harvard School of Engineering and Applied Sciences, Harvard Kennedy School | 数据集 · 2026 | 100% |
| 42 | Trade Execution Flow as the Underlying Source of Market Dynamics | 72.34 | Lomonosov Moscow State University, Autretech Group, Peter the Great St. Petersburg Polytechnic University, Ioffe Institute | AI金融 · 2025 | 100% |
| 43 | llmSHAP: A Principled Approach to LLM Explainability | 72.34 | Umea University Tietoevry Umea University & SAP | 大语言模型 · 2025 | 100% |
| 44 | PianoCoRe: Combined and Refined Piano MIDI Dataset | 72.34 | Skolkovo Institute of Science and Technology (Skoltech) | 综述 · 2026 | 100% |
| 45 | History-Augmented Contrastive Meta-Learning for Unsupervised Blind Super-Resolution of Planetary Remote Sensing Images | 72.34 | Macau University of Science and Technology, Aerospace Information Research Institute, Chinese Academy of Sciences | 图像恢复 · 2025 | 100% |
| 46 | Optimal sensor placement for the reconstruction of ocean states using differentiable Gumbel-Softmax sampling operator | 72.31 | IMT Atlantique; Lab-STICC; SHOM | AI应用 · 2026 | 100% |
| 47 | Crystal structure prediction with nuclear quantum and finite-temperature effects via deep free energy learning | 72.3 | Institute of Applied Physics and Computational Mathematics, Artificial Intelligence for Science Institute, Jilin University, Ecole Polytechnique Fédérale de Lausanne (EPFL), Institute of Physics, Chinese Academy of Sciences, Peking University | AI科研 · 2026 | 100% |
| 48 | Denoise Stepwise Signals by Diffusion Model Based Approach | 72.29 | 1. Department of Civil and Industrial Engineering, Ångströmlaboratoriet, Uppsala University, Lägerhyddsvägen 1, 75237, Uppsala, Sweden; 2. Division of Solid-State Electronics, Department of Electrical Engineering, Ångströmlaboratoriet, Uppsala University, Lägerhyddsvägen 1, 75237, Uppsala, Sweden | 图像去噪 · 2026 | 100% |
| 49 | EVALUATING THE CLINICAL IMPACT OF GENERATIVE INPAINTING ON BONE AGE ESTIMATION | 72.29 | Universidade Federal de São Paulo, Dasa, University of North Carolina at Chapel Hill, Bunkerhill Health | AI医疗 · 2025 | 100% |
| 50 | Underwater image restoration based on dual information modulation network | 72.29 | 1*, 2, 3, 3, 4 & 1 | 图像恢复 | 100% |
排名用于发现值得进一步核查的论文，不替代同行评审。评分会随新增引用、复现、实验验证、新闻评价和落地证据持续更新。
PaperMiner MCP已开放结构化论文反馈。可提交复现成功或失败、代码可运行或失效、Benchmark纠错、链接纠错和部署结果。
MCP接口：submit_paper_feedback、get_paper_community_feedback
权限：有效PaperMiner账号获配的个人MCP密钥可提交；公共代理和共享只读密钥只能查询。每个账号每天最多提交5条新反馈。