PAPER REVIEW & EVIDENCE RANKING
汇总各学校或研究机构相关论文的公开资料，用于比较哪些机构的论文目前拥有更充分、可核对的依据。
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。学校/机构排名汇总其相关论文的公开证据，不能直接代表学校的整体实力。这个分数与研究质量分分别计算，请勿直接混合比较。
| 排名 | 学校 | 得分 | 论文数 | 资料覆盖率 |
|---|---|---|---|---|
| 1 | Tsinghua University Post-Earthquake Restoration of Electricity-Gas Distribution Systems with Damage Information Collection and Repair Vehicle Routing · LEGALONE: A FAMILY OF FOUNDATION MODELS FOR RELIABLE LEGAL REASONING · SpikACom: A Neuromorphic Computing Framework for Green Communications | 62.74 | 321 | 100% |
| 2 | 上海交通大学 Unsupervised Anomaly Detection in Brain MRI via Disentangled Anatomy Learning⋆ · LEIQ-Assessor: Multi-dimensional Quality Assessment of Low-light Enhanced Images via Multi-task Learning · MMAE: A Massive Multitask Audio Editing Benchmark | 62.73 | 275 | 100% |
| 3 | Zhejiang University RealHD: A High-Quality Dataset for Robust Detection of State-of-the-Art AI-Generated Images · OmniPhys: Knowledge-Graph-Driven Benchmarking and Collective Optimization for Physical Commonsense in Text-to-Image Generation · DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing | 62.7 | 247 | 100% |
| 4 | Fudan University SWE-bench Science: Can Coding Agents Resolve Engineering Tasks in Science? · ABC-Bench: Benchmarking Agentic Backend Coding in Real-World Development · DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing | 62.18 | 154 | 88% |
| 5 | Peking University DALD-PCAC: Density-Adaptive Learning Descriptor for Point Cloud Lossless Attribute Compression · FilDeep: Learning Large Deformations of Elastic-Plastic Solids with Multi-Fidelity Data · Crystal structure prediction with nuclear quantum and finite-temperature effects via deep free energy learning | 61.9 | 228 | 84% |
| 6 | The Chinese University of Hong Kong StyleDoctor: Towards Specialist Reward Model for Style-centric Generation Tasks · Approaching Low-Cost Cardiac Intelligence with Semi-Supervised Knowledge Distillation · Metamorphic Testing for Audio Content Moderation Software | 61.89 | 146 | 82% |
| 7 | Stanford University The limits of fair medical imaging AI in real-world generalization · Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank · What LLMs Think When You Don’t Tell Them What to Think About? | 61.89 | 142 | 82% |
| 8 | National University of Singapore Certified Program Synthesis with a Multi-Modal Verifier · An Event-Based Opto-Tactile Skin · ALPaCA: Adapting Llama for Pathology Context Analysis to enable slide-level question answering | 61.85 | 148 | 94% |
| 9 | University of Science and Technology of China Towards Expressive and Faithful Audio-to-Image Generation: A Unified Multimodal Dataset and Synthesis Framework · NTIRE 2025 Challenge on UGC Video Enhancement: Methods and Results · DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing | 61.72 | 183 | 82% |
| 10 | Massachusetts Institute of Technology The limits of fair medical imaging AI in real-world generalization · Deterministic access to global viral sequence data enables robust agent-driven scientific discovery · Path-RAG: Knowledge-Guided Key Region Retrieval for Open-ended Pathology Visual Question Answering | 61.62 | 138 | 82% |
| 11 | Wuhan University C2|Q⟩: A Robust Framework for Bridging Classical and Quantum Software Development — RCR Report · Trust Your Critic: Robust Reward Modeling and Reinforcement Learning for Faithful Image Editing and Generation · CoRE-UIR: Prior-guided common and residual experts for efficient all-in-one remote sensing image restoration | 61.55 | 78 | 80% |
| 12 | University College Causal-Adversarial Probing of Clinical Covariates for Prostate MRI Grading · Building atomistic models of heterointerfaces with optimal transport · A Foundational EDM2-Based Generative Model for High-Resolution Synthetic Fetal Ultrasound Imaging from Open Datasets | 61.48 | 80 | 84% |
| 13 | University of California Path-RAG: Knowledge-Guided Key Region Retrieval for Open-ended Pathology Visual Question Answering · ConvRML: High-Quality Lensless Imaging with Random Multi-Focal Lenslets · Hidden in Plain Text: Measuring LLM Deception Quality Against Human Baselines Using Social Deduction Games | 61.35 | 223 | 84% |
| 14 | Nanjing University VideoChat3: Fully Open Video MLLM for Efficient and Generalist Video Understanding · DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing · RIVER: A REAL-TIME INTERACTION BENCHMARK FOR VIDEO LLMS | 61.35 | 89 | 78% |
| 15 | University of Chinese Academy of Sciences A Mutil-conditional Diffusion Transformer for Versatile Seismic Wave Generation · CL-VISTA: Benchmarking Continual Learning in Video Large Language Models · MGPC: Multimodal Network for Generalizable Point Cloud Completion With Modality Dropout and Progressive Decoding | 61.15 | 139 | 78% |
| 16 | Sun Yat-sen University DepthAnything and SAM for UIE: Exploring Large Model Information Contributes to Underwater Image Restoration · DepthAnything and SAM for UIE: Exploring Large Model Information Contributes to Underwater Image Restoration · Comment Traps: How Defective Commented-out Code Augment Defects in AI-Assisted Code Generation | 61.15 | 77 | 76% |
| 17 | Nanyang Technological University VideoChat3: Fully Open Video MLLM for Efficient and Generalist Video Understanding · Two-Stage Reinforcement Learning for Sound and Adversarial Test Generation in Code LLMs · R4-CGQA: Retrieval-based Vision Language Models for Computer Graphics Image Quality Assessment | 61.09 | 165 | 74% |
| 18 | Technical University of Munich Coverage-Guided Road Selection and Prioritization for Efficient Testing in Autonomous Driving Systems · LAION-BVD: A 10-Million-Hour Open Video Dataset for Multimodal Pre-training · The MICCAI Federated Tumor Segmentation (FeTS) Challenge 2024: Efficient and Robust Aggregation Methods for Federated Learning | 61.08 | 86 | 82% |
| 19 | Harbin Institute of Technology High-Quality Proposal Encoding and Cascade Denoising for Imaginary Supervised Object Detection · NTIRE 2026 Challenge on Bitstream-Corrupted Video Restoration: Methods and Results · OSGNet $@$ Ego4D Episodic Memory Challenge 2025 | 61.07 | 119 | 84% |
| 20 | Southeast University SpikACom: A Neuromorphic Computing Framework for Green Communications · OmniGAIA: Towards Native Omni-Modal AI Agents · Hybrid guided variational autoencoder for visual place recognition | 61.07 | 67 | 80% |
| 21 | University of Michigan Beyond Screenshots: Evaluating VLMs’ Understanding of UI Animations · EXP-Bench: Can AI Conduct AI Research Experiments? · On the Step Length Confounding in LLM Reasoning Data Selection | 61.06 | 75 | 76% |
| 22 | Beihang University NTIRE 2025 Challenge on UGC Video Enhancement: Methods and Results · ScenePilot-Bench: A Large-Scale Dataset and Benchmark for Evaluation of Vision-Language Models in Autonomous Driving · LLMs-Powered Accurate Extraction, Querying and Intelligent Management of Literature-derived 2D Materials Data | 61.03 | 84 | 72% |
| 23 | Northwestern Polytechnical University Toward Real-world Infrared Image Super-Resolution: A Unified Autoregressive Framework and Benchmark Dataset · SenFlow: Inter-Sentence Flow Modeling for AI-Generated Text Detection in Hybrid Documents · OODEval: Evaluating Large Language Models on Object-Oriented Design | 61.02 | 49 | 72% |
| 24 | University of Electronic Science and Technology of China Decoding the Sequence Determinants of Locus-Specific DNA Methylation Across Human Tissues · Holtercare-Bench: A Multimodal Benchmark for Evaluating Long-Term Dynamic ECG Analysis · DRNet: All-in-One Image Restoration via Prior-Guided Dynamic Reparameterization | 61.0 | 67 | 78% |
| 25 | The Hong Kong Polytechnic University NTIRE 2025 Challenge on UGC Video Enhancement: Methods and Results · RESTORATION ADAPTATION FOR SEMANTIC SEGMENTATION ON LOW QUALITY IMAGES · High-resolution Photo Enhancement in Real-time: A Laplacian Pyramid Network | 60.95 | 66 | 72% |
| 26 | The Hong Kong University of Science and Technology Metamorphic Testing for Audio Content Moderation Software · Relit-LiVE: Relight Video by Jointly Learning Environment Video · LaVieID: Local Autoregressive Diffusion Transformers for Identity-Preserving Video Creation | 60.93 | 162 | 78% |
| 27 | Johns Hopkins University Transfer Learning from One Cancer to Another via Deep Learning Domain Adaptation · RadThinking: A Dataset for Longitudinal Clinical Reasoning in Radiology · SUMMARY OF THE INAUGURAL MUSIC SOURCE RESTORATION CHALLENGE | 60.91 | 73 | 80% |
| 28 | University of Pennsylvania A Reproducible Evaluation of ANTs Similarity Metric Performance in Brain Image Registration · A Reproducible Evaluation of ANTs Similarity Metric Performance in Brain Image Registration · When LLMs Agree, Are They Right? Auditing Self-Consistency and Cross-Model Agreement as Confidence Signals | 60.89 | 52 | 74% |
| 29 | Carnegie Mellon University CONCUR: BENCHMARKING LLMS FOR CONCURRENT CODEGENERATION · HOTPOTQA: A Dataset for Diverse, Explainable Multi-hop Question Answering · OMTRA: A Multi-Task Generative Model for Structure-Based Drug Design | 60.87 | 105 | 78% |
| 30 | City University of Hong Kong DALD-PCAC: Density-Adaptive Learning Descriptor for Point Cloud Lossless Attribute Compression · Approaching Low-Cost Cardiac Intelligence with Semi-Supervised Knowledge Distillation · Metamorphic Testing for Audio Content Moderation Software | 60.84 | 70 | 70% |
| 31 | Huazhong University of Science and Technology WUTDet: A 100K-Scale Ship Detection Dataset and Benchmarks with Dense Small Objects · High-resolution Photo Enhancement in Real-time: A Laplacian Pyramid Network · Relit-LiVE: Relight Video by Jointly Learning Environment Video | 60.83 | 65 | 74% |
| 32 | Imperial College SpikACom: A Neuromorphic Computing Framework for Green Communications · The MICCAI Federated Tumor Segmentation (FeTS) Challenge 2024: Efficient and Robust Aggregation Methods for Federated Learning · ContractScrub: A benchmark for final review of legal contracts | 60.74 | 85 | 76% |
| 33 | Renmin University of China Feature Slice Matching for Precise Bug Detection · OmniGAIA: Towards Native Omni-Modal AI Agents · Metamorphic Testing for Audio Content Moderation Software | 60.73 | 44 | 72% |
| 34 | Northeastern University NTIRE 2025 Challenge on UGC Video Enhancement: Methods and Results · Scaling up fine-grained intracranial vessel annotations in computed tomography angiography · From Noisy Historical Maps to Time-Series Oil Palm Mapping Without Annotation in Malaysia and Indonesia (2020–2024) | 60.7 | 69 | 74% |
| 35 | The University of Hong Kong MatTools: Benchmarking Large Language Models for Materials Science Tools · LLM-based Multimodal Feedback Produces Equivalent Learning and Better Student Perceptions than Educator Feedback · ARTEMIS: Autoregressive End-to-End Trajectory Planning with Mixture of Experts for Autonomous Driving | 60.6 | 80 | 68% |
| 36 | Beijing Institute of Technology Data Science and Technology Towards AGI Part I: Tiered Data Management · Holtercare-Bench: A Multimodal Benchmark for Evaluating Long-Term Dynamic ECG Analysis · MM-DETR: An Efficient Multimodal Detection Transformer with Mamba-Driven Dual-Granularity Fusion and Frequency-Aware Modality Adapters | 60.6 | 63 | 66% |
| 37 | Beijing University of Posts and Telecommunications SIDME: Self-supervised Image Demoiréing via Masked EncoderDecoder Reconstruction · Do Maps Still Matter for Machines: Revisiting the Role of Choropleth Maps in Foundation Model Spatial Understanding · The Tenth NTIRE 2025 Image Denoising Challenge Report | 60.56 | 54 | 80% |
| 38 | Tongji University An interactive enhanced driving dataset for autonomous driving · ScenePilot-Bench: A Large-Scale Dataset and Benchmark for Evaluation of Vision-Language Models in Autonomous Driving · MAP: End-to-End Autonomous Driving with Map-Assisted Planning | 60.53 | 61 | 72% |
| 39 | Dalian University of Technology Toward Real-world Infrared Image Super-Resolution: A Unified Autoregressive Framework and Benchmark Dataset · Revisiting Salient Object Detection from an Observer-Centric Perspective · The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Report | 60.51 | 42 | 66% |
| 40 | Xi’an Jiaotong University NTIRE 2026 Challenge on Bitstream-Corrupted Video Restoration: Methods and Results · Universally Unfiltered and Unseen: Input-Agnostic Multimodal Jailbreaks against Text-to-Image Model Safeguards · SAMIC: A Lightweight Semantic-Aware Mamba for Efficient Perceptual Image Compression | 60.5 | 45 | 70% |
| 41 | University of Washington Flex4DHuman: Flexible Multi-view Video Diffusion for 4D Human Reconstruction · LandmarkLens: Predicting and Presenting Efective Landmarks for Mixed-Reality Urban Exploration · The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Report | 60.49 | 62 | 76% |
| 42 | Nanjing University of Science and Technology AIM 2025 challenge on Inverse Tone Mapping Report: Methods and Results · The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Report · UltraVSR: Achieving Ultra-Realistic Video Super-Resolution with Efficient One-Step Diffusion Space | 60.44 | 44 | 70% |
| 43 | New York University Solaris: Building a Multiplayer Video World Model in Minecraft · Interactive Data Harmonization with LLM Agents: Opportunities and Challenges · EMBOMATRIX: A SCALABLE TRAINING-GROUND FOREMBODIED DECISION-MAKING | 60.41 | 85 | 82% |
| 44 | Indian Institute of Technology AUREXA-SE: Audio-Visual Unified Representation Exchange Architecture with Cross-Attention and Squeezeformer for Speech Enhancement · NTIRE 2026 Challenge on Bitstream-Corrupted Video Restoration: Methods and Results · The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Report | 60.37 | 76 | 80% |
| 45 | University of Illinois Urbana-Champaign CLIMB: Data Foundations for Large Scale Multimodal Clinical Foundation Models · NTIRE 2026 Challenge on Bitstream-Corrupted Video Restoration: Methods and Results · T-REN: Learning Text-Aligned Region Tokens Improves Dense Vision-Language Alignment and Scalability | 60.36 | 65 | 68% |
| 46 | Monash University High-Quality Proposal Encoding and Cascade Denoising for Imaginary Supervised Object Detection · Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering · Human Factors in Immersive Analytics | 60.31 | 48 | 72% |
| 47 | University of Trento Feature Slice Matching for Precise Bug Detection · Mapping how LLMs debate societal issues when shadowing human personality traits, sociodemographics and social media behavior · Talk2AI: A Longitudinal Dataset of Human–AI Persuasive Conversations | 60.31 | 27 | 80% |
| 48 | University of Cambridge SurvSurf: a partially monotonic neural network for first-hitting time prediction of intermittently observed discrete and continuous sequential events · PMPBench: A Paired Multi-Modal Pan-Cancer Benchmark for Medical Image Synthesis · ALPaCA: Adapting Llama for Pathology Context Analysis to enable slide-level question answering | 60.29 | 88 | 74% |
| 49 | Columbia University A Reproducible Evaluation of ANTs Similarity Metric Performance in Brain Image Registration · A Reproducible Evaluation of ANTs Similarity Metric Performance in Brain Image Registration · Visual Instruction Tuning | 60.23 | 59 | 76% |
| 50 | University of Oxford Connecting the Dots: A Machine Learning Ready Dataset for Ionospheric Forecasting Models · Self-Induced Outcome Potential: Turn-Level Credit Assignment for Agents without Verifiers · FDIF: Formula-Driven Supervised Learning with Implicit Functions for 3D Medical Image Segmentation | 60.2 | 84 | 68% |
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。
技术接口：submit_paper_feedback、get_paper_community_feedback
提交权限：拥有有效PaperMiner账号和个人密钥的用户可以提交；公共访问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。