PAPER REVIEW & EVIDENCE RANKING
三个榜单回答不同问题:论文研究做得怎么样、哪些论文值得优先阅读,以及目前收集到的公开资料是否充分。
公开证据榜:只比较目前已经收集并可核对的论文、代码、数据、复现和影响力资料。分数较低或暂时没有分数,可能只是资料不足,不等于论文质量差。
公开证据分综合考虑可信度、能否复现、实验是否充分、创新程度、实际应用价值和影响力。这个分数与研究质量分分别计算,请勿直接混合比较。
| 排名 | 论文 | 得分 | 主要署名单位 | 任务 / 年份 | 资料覆盖率 |
|---|---|---|---|---|---|
| 1 | DepthAnything and SAM for UIE: Exploring Large Model Information Contributes to Underwater Image Restoration 查看评分依据 | 69.25 | 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 查看评分依据 | 69.13 | 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⋆ 查看评分依据 | 69.11 | 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 | Highly accurate protein structure prediction for the human proteome 查看评分依据 | 68.77 | DeepMind, European Bioinformatics Institute (EMBL-EBI) | AI科研 | 100% |
| 5 | LitBench: A Graph-Centric Large Language Model Benchmarking Tool For Literature Tasks 查看评分依据 | 68.77 | Yale University | 数据集 · 2026 | 100% |
| 6 | The limits of fair medical imaging AI in real-world generalization 查看评分依据 | 68.7 | Massachusetts Institute of Technology, Emory University, Stanford University | AI医疗 | 100% |
| 7 | Solaris: Building a Multiplayer Video World Model in Minecraft 查看评分依据 | 68.6 | New York University | 视频生成 · 2026 | 100% |
| 8 | DepthAnything and SAM for UIE: Exploring Large Model Information Contributes to Underwater Image Restoration 查看评分依据 | 68.58 | Sun Yat-sen University, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai) | 图像增强 | 100% |
| 9 | Building Low-Altitude Communication Networks: A Digital Twin-Based Optimization Framework 查看评分依据 | 68.57 | 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% |
| 10 | Flow cytometry with event-based vision and spiking neuromorphic hardware 查看评分依据 | 68.56 | University of Groningen, Ghent University - imec | 类脑计算 | 100% |
| 11 | Self-supervised image denoising and restoration method for atomic force microscopy 查看评分依据 | 68.53 | Weill Cornell Medicine | 图像去噪 | 100% |
| 12 | A Framework for Switchable LLM Alignment via CITA – Contrastive Instruction-Tuned Alignment 查看评分依据 | 68.44 | 1San José State University, USA 2Google, USA 3Apple, USA 4Pragya Lab, BITS Pilani Goa, India | 大语言模型 · 2026 | 100% |
| 13 | Beyond Fine-Tuning: Robust Food Entity Linking under Ontology Drift with FoodOntoRAG 查看评分依据 | 68.43 | Jožef Stefan International Postgraduate School, Jožef Stefan Institute, Ljubljana, Slovenia | NLP · 2026 | 100% |
| 14 | DALD-PCAC: Density-Adaptive Learning Descriptor for Point Cloud Lossless Attribute Compression 查看评分依据 | 68.43 | 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% |
| 15 | Self-Supervised Z-Slice Augmentation for 3D Bio-Imaging via Knowledge Distillation 查看评分依据 | 68.42 | 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% |
| 16 | StyleDoctor: Towards Specialist Reward Model for Style-centric Generation Tasks 查看评分依据 | 68.35 | Mohamed bin Zayed University of Artificial Intelligence, MMLab, The Chinese University of Hong Kong | 图像生成 | 100% |
| 17 | Sensorium Arc: AI Agent System for Oceanic Data Exploration and Interactive Eco-Art 查看评分依据 | 68.35 | 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 | "DIVE" into Hydrogen Storage Materials Discovery with AI Agents 查看评分依据 | 68.33 | 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% |
| 19 | Approaching Low-Cost Cardiac Intelligence with Semi-Supervised Knowledge Distillation 查看评分依据 | 68.28 | 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% |
| 20 | SWE-bench Science: Can Coding Agents Resolve Engineering Tasks in Science? 查看评分依据 | 68.22 | Shanghai Innovation Institute, Fudan University | AI科研 · 2026 | 100% |
| 21 | Brain-Grounded Axes for Reading and Steering LLM States 查看评分依据 | 68.22 | NYU | 大语言模型 · 2025 | 100% |
| 22 | SIDME: Self-supervised Image Demoiréing via Masked EncoderDecoder Reconstruction 查看评分依据 | 68.21 | 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% |
| 23 | C2|Q⟩: A Robust Framework for Bridging Classical and Quantum Software Development — RCR Report 查看评分依据 | 68.21 | 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% |
| 24 | Flex4DHuman: Flexible Multi-view Video Diffusion for 4D Human Reconstruction 查看评分依据 | 68.2 | University of Washington, World Labs | 视频生成 · 2026 | 100% |
| 25 | Bradley-Terry Rankings for Recommender Systems Across Dataset Taxonomies 查看评分依据 | 68.19 | HSE University | AI应用 · 2026 | 100% |
| 26 | Deterministic access to global viral sequence data enables robust agent-driven scientific discovery 查看评分依据 | 68.19 | Broad Institute of MIT and Harvard, NCBI, Robert Koch Institute, Shanghai Academy of AI for Science (SAIS) | AI科研 · 2026 | 100% |
| 27 | Multivalent ion binding site identification with structure-based deep learning 查看评分依据 | 68.17 | Constructor University Bremen gGmbH, Constructor Labs | AI科研 | 100% |
| 28 | ABC-Bench: Benchmarking Agentic Backend Coding in Real-World Development 查看评分依据 | 68.15 | Fudan University, Shanghai Qiji Zhifeng Co., Ltd., Shanghai Innovation Institute | Agent · 2026 | 100% |
| 29 | MADD: Multi-Agent Drug Discovery Orchestra 查看评分依据 | 68.14 | ITMO University, Saint Petersburg, Russia; Sber AI Lab, Moscow, Russia; D ONE AG, Zurich, Switzerland; HSE University, Moscow, Russia | AI医疗 · 2025 | 100% |
| 30 | Analytic Fourier ptychotomography for volumetric refractive index imaging 查看评分依据 | 68.14 | 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% |
| 31 | Towards 3D Scene Understanding of Gas Plumes in LWIR Hyperspectral Images Using Neural Radiance Fields 查看评分依据 | 68.1 | 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% |
| 32 | Multi-modal learning with incomplete data 查看评分依据 | 68.1 | University of Oslo | 多模态 | 100% |
| 33 | Wavelet-Optimized Motion Artifact Correction in 3D MRI Using Pre-trained 2D Score Priors 查看评分依据 | 68.05 | 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% |
| 34 | Trade Execution Flow as the Underlying Source of Market Dynamics 查看评分依据 | 68.04 | Lomonosov Moscow State University, Autretech Group, Peter the Great St. Petersburg Polytechnic University, Ioffe Institute | AI金融 · 2025 | 100% |
| 35 | LEIQ-Assessor: Multi-dimensional Quality Assessment of Low-light Enhanced Images via Multi-task Learning 查看评分依据 | 68.02 | East China Normal University, Shanghai Jiao Tong University | AI应用 · 2026 | 100% |
| 36 | Crystal structure prediction with nuclear quantum and finite-temperature effects via deep free energy learning 查看评分依据 | 68.01 | 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% |
| 37 | PTB-XL-Image-17K: A Large-Scale Synthetic ECG Image Dataset with Comprehensive Ground Truth for Deep Learning-Based Digitization 查看评分依据 | 67.94 | NED University of Engineering and Technology Karachi, Pakistan | AI医疗 · 2026 | 100% |
| 38 | OncoReg: Medical Image Registration for Oncological Challenges 查看评分依据 | 67.91 | 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% |
| 39 | AUREXA-SE: Audio-Visual Unified Representation Exchange Architecture with Cross-Attention and Squeezeformer for Speech Enhancement 查看评分依据 | 67.91 | 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 | BM4D-PC: nonlocal volumetric denoising of principal components of diffusion-weighted MR images 查看评分依据 | 67.9 | University of Pittsburgh School of Medicine, University of São Paulo, Tampere University, Western University | 图像去噪 · 2025 | 100% |
| 41 | Simple Models, Rich Representations: Visual Decoding from Primate Intracortical Neural Signals 查看评分依据 | 67.9 | 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% |
| 42 | CONCUR: BENCHMARKING LLMS FOR CONCURRENT CODEGENERATION 查看评分依据 | 67.88 | The University of Queensland, Texas A&M University - Kingsville, Carnegie Mellon University | 大语言模型 · 2026 | 100% |
| 43 | MeViS: A Multi-Modal Dataset for Referring Motion Expression Video Segmentation 查看评分依据 | 67.88 | 上海科学智能研究院, 南洋理工大学, 复旦大学 | 数据集 · 2025 | 100% |
| 44 | Institutional Books — Visual Elements: An open-source pipeline for extracting, classifying, deduplicating, and captioning visual elements from digital book collections. 查看评分依据 | 67.88 | Harvard Law School Library, Harvard Library, Harvard Law School, Harvard School of Engineering and Applied Sciences, Harvard Kennedy School | 数据集 · 2026 | 100% |
| 45 | llmSHAP: A Principled Approach to LLM Explainability 查看评分依据 | 67.88 | Umea University Tietoevry Umea University & SAP | 大语言模型 · 2025 | 100% |
| 46 | PianoCoRe: Combined and Refined Piano MIDI Dataset 查看评分依据 | 67.88 | Skolkovo Institute of Science and Technology (Skoltech) | 综述 · 2026 | 100% |
| 47 | History-Augmented Contrastive Meta-Learning for Unsupervised Blind Super-Resolution of Planetary Remote Sensing Images 查看评分依据 | 67.88 | Macau University of Science and Technology, Aerospace Information Research Institute, Chinese Academy of Sciences | 图像恢复 · 2025 | 100% |
| 48 | Evaluating and Improving Automated Repository-Level Rust Issue Resolution with LLM-based Agents 查看评分依据 | 67.86 | Southern University of Science and Technology, Ant Group | Agent · 2026 | 100% |
| 49 | Optimal sensor placement for the reconstruction of ocean states using differentiable Gumbel-Softmax sampling operator 查看评分依据 | 67.84 | IMT Atlantique; Lab-STICC; SHOM | AI应用 · 2026 | 100% |
| 50 | A Mutil-conditional Diffusion Transformer for Versatile Seismic Wave Generation 查看评分依据 | 67.8 | 1Institute of Geophysics, China Earthquake Administration, 100081, Beijing, China 2Institute of Earthquake Forecasting, China Earthquake Administration, 100036, Beijing, China 3School of Mathematical Sciences, University of Chinese Academy of Sciences, 100049, Beijing, China 4Shanghai Artificial Intelligence Laboratory, 200032, Shanghai, China | AI应用 · 2025 | 100% |
这些排名用于帮助发现和选择论文,不是学术界的正式评审结论。评分规则仍在持续验证;没有充分资料的项目会保持“待核验”,系统不会自行猜测。
读者可以提交论文复现结果、代码是否可运行、测试结果纠错、链接纠错和实际部署结果。反馈不会因为一次提交就直接改变论文分数。
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