Browse State-of-the-Art › Medical Image Segmentation › Papers, page 12
Medical Image Segmentation
Papers archive 2025-07-28
archive papers tagged: 2,089 · with a code link: 1,080 · where Syntology ran a sample: 190 (164 with a run with no instrument failure, 26 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (190 of 2,089 tagged: 164 with a run with no instrument failure, 26 where every run was a failure of Syntology's instrument)
Page 12 of 21: papers 1,101 to 1,200 of 2,089, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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A Comprehensive Study on Medical Image Segmentation using Deep Neural Networks4 Jun 2025 0 repositories listed
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Hierarchical Self-Prompting SAM: A Prompt-Free Medical Image Segmentation Framework3 Jun 2025 0 repositories listed
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Beyond Pixel Agreement: Large Language Models as Clinical Guardrails for Reliable Medical Image Segmentation2 Jun 2025 0 repositories listed
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ACM-UNet: Adaptive Integration of CNNs and Mamba for Efficient Medical Image Segmentation30 May 2025 0 repositories listed
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PCA for Enhanced Cross-Dataset Generalizability in Breast Ultrasound Tumor Segmentation29 May 2025 0 repositories listed
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MAMBO-NET: Multi-Causal Aware Modeling Backdoor-Intervention Optimization for Medical Image Segmentation Network28 May 2025 0 repositories listed
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FreqU-FNet: Frequency-Aware U-Net for Imbalanced Medical Image Segmentation23 May 2025 0 repositories listed
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Auto-nnU-Net: Towards Automated Medical Image Segmentation22 May 2025 0 repositories listed
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Efficient Prototype Consistency Learning in Medical Image Segmentation via Joint Uncertainty and Data Augmentation22 May 2025 0 repositories listed
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P3Net: Progressive and Periodic Perturbation for Semi-Supervised Medical Image Segmentation21 May 2025 0 repositories listed
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TAGS: 3D Tumor-Adaptive Guidance for SAM21 May 2025 0 repositories listed
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Zero-Shot Gaze-based Volumetric Medical Image Segmentation21 May 2025 0 repositories listed
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TransMedSeg: A Transferable Semantic Framework for Semi-Supervised Medical Image Segmentation20 May 2025 0 repositories listed
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Mutual Evidential Deep Learning for Medical Image Segmentation18 May 2025 0 repositories listed
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PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging17 May 2025 0 repositories listed
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Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning16 May 2025 0 repositories listed
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BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes14 May 2025 0 repositories listed
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Using Foundation Models as Pseudo-Label Generators for Pre-Clinical 4D Cardiac CT Segmentation14 May 2025 0 repositories listed
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Calibration and Uncertainty for multiRater Volume Assessment in multiorgan Segmentation (CURVAS) challenge results13 May 2025 0 repositories listed
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Robust Kidney Abnormality Segmentation: A Validation Study of an AI-Based Framework12 May 2025 0 repositories listed
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Towards user-centered interactive medical image segmentation in VR with an assistive AI agent12 May 2025 0 repositories listed
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BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation9 May 2025 0 repositories listed
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Advancing 3D Medical Image Segmentation: Unleashing the Potential of Planarian Neural Networks in Artificial Intelligence7 May 2025 0 repositories listed
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UNet-3D with Adaptive TverskyCE Loss for Pancreas Medical Image Segmentation4 May 2025 0 repositories listed
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RadSAM: Segmenting 3D radiological images with a 2D promptable model29 Apr 2025 0 repositories listed
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SAM-Guided Robust Representation Learning for One-Shot 3D Medical Image Segmentation29 Apr 2025 0 repositories listed
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NUDF: Neural Unsigned Distance Fields for high resolution 3D medical image segmentation25 Apr 2025 0 repositories listed
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Performance Estimation for Supervised Medical Image Segmentation Models on Unlabeled Data Using UniverSeg22 Apr 2025 0 repositories listed
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Med-2D SegNet: A Light Weight Deep Neural Network for Medical 2D Image Segmentation20 Apr 2025 0 repositories listed
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SuperCL: Superpixel Guided Contrastive Learning for Medical Image Segmentation Pre-training20 Apr 2025 0 repositories listed
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WT-BCP: Wavelet Transform based Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation20 Apr 2025 0 repositories listed
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Efficient Parameter Adaptation for Multi-Modal Medical Image Segmentation and Prognosis18 Apr 2025 0 repositories listed
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Cross-Frequency Collaborative Training Network and Dataset for Semi-supervised First Molar Root Canal Segmentation16 Apr 2025 0 repositories listed
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TextDiffSeg: Text-guided Latent Diffusion Model for 3d Medical Images Segmentation16 Apr 2025 0 repositories listed
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Efficient Medical Image Restoration via Reliability Guided Learning in Frequency Domain15 Apr 2025 0 repositories listed
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From Gaze to Insight: Bridging Human Visual Attention and Vision Language Model Explanation for Weakly-Supervised Medical Image Segmentation15 Apr 2025 0 repositories listed
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HDC: Hierarchical Distillation for Multi-level Noisy Consistency in Semi-Supervised Fetal Ultrasound Segmentation14 Apr 2025 0 repositories listed
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Mixture-of-Shape-Experts (MoSE): End-to-End Shape Dictionary Framework to Prompt SAM for Generalizable Medical Segmentation13 Apr 2025 0 repositories listed
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Multi-Modal Brain Tumor Segmentation via 3D Multi-Scale Self-attention and Cross-attention12 Apr 2025 0 repositories listed
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Do Segmentation Models Understand Vascular Structure? A Blob-Based XAI Framework11 Apr 2025 0 repositories listed
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SynthFM: Training Modality-agnostic Foundation Models for Medical Image Segmentation without Real Medical Data11 Apr 2025 0 repositories listed
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PRAD: Periapical Radiograph Analysis Dataset and Benchmark Model Development10 Apr 2025 0 repositories listed
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Zeus: Zero-shot LLM Instruction for Union Segmentation in Multimodal Medical Imaging9 Apr 2025 0 repositories listed
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Explaining Uncertainty in Multiple Sclerosis Lesion Segmentation Beyond Prediction Errors7 Apr 2025 0 repositories listed
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Here Comes the Explanation: A Shapley Perspective on Multi-contrast Medical Image Segmentation6 Apr 2025 0 repositories listed
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Performance Analysis of Deep Learning Models for Femur Segmentation in MRI Scan5 Apr 2025 0 repositories listed
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Multi-encoder nnU-Net outperforms Transformer models with self-supervised pretraining4 Apr 2025 0 repositories listed
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Multi-Granularity Vision Fastformer with Fusion Mechanism for Skin Lesion Segmentation4 Apr 2025 0 repositories listed
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Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation3 Apr 2025 0 repositories listed
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SelfMedHPM: Self Pre-training With Hard Patches Mining Masked Autoencoders For Medical Image Segmentation3 Apr 2025 0 repositories listed
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Test-time Adaptation for Foundation Medical Segmentation Model without Parametric Updates2 Apr 2025 0 repositories listed
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Balancing Multi-Target Semi-Supervised Medical Image Segmentation with Collaborative Generalist and Specialists1 Apr 2025 0 repositories listed
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WaveFormer: A 3D Transformer with Wavelet-Driven Feature Representation for Efficient Medical Image Segmentation31 Mar 2025 0 repositories listed
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Federated Self-Supervised Learning for One-Shot Cross-Modal and Cross-Imaging Technique Segmentation30 Mar 2025 0 repositories listed
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MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation28 Mar 2025 0 repositories listed
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Zero-shot Domain Generalization of Foundational Models for 3D Medical Image Segmentation: An Experimental Study28 Mar 2025 0 repositories listed
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MedSegNet10: A Publicly Accessible Network Repository for Split Federated Medical Image Segmentation26 Mar 2025 0 repositories listed
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Optimization of MedSAM model based on bounding box adaptive perturbation algorithm25 Mar 2025 0 repositories listed
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Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation25 Mar 2025 0 repositories listed
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Show and Segment: Universal Medical Image Segmentation via In-Context Learning25 Mar 2025 0 repositories listed
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PSO-UNet: Particle Swarm-Optimized U-Net Framework for Precise Multimodal Brain Tumor Segmentation24 Mar 2025 0 repositories listed
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An Attentive Representative Sample Selection Strategy Combined with Balanced Batch Training for Skin Lesion Segmentation21 Mar 2025 0 repositories listed
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Downstream Analysis of Foundational Medical Vision Models for Disease Progression21 Mar 2025 0 repositories listed
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MM-UNet: Meta Mamba UNet for Medical Image Segmentation21 Mar 2025 0 repositories listed
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Attentional Triple-Encoder Network in Spatiospectral Domains for Medical Image Segmentation20 Mar 2025 0 repositories listed
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DEPT: Deep Extreme Point Tracing for Ultrasound Image Segmentation19 Mar 2025 0 repositories listed
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FedSCA: Federated Tuning with Similarity-guided Collaborative Aggregation for Heterogeneous Medical Image Segmentation19 Mar 2025 0 repositories listed
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Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation19 Mar 2025 0 repositories listed
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Boosting Semi-Supervised Medical Image Segmentation via Masked Image Consistency and Discrepancy Learning18 Mar 2025 0 repositories listed
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Organ-aware Multi-scale Medical Image Segmentation Using Text Prompt Engineering18 Mar 2025 0 repositories listed
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RoMedFormer: A Rotary-Embedding Transformer Foundation Model for 3D Genito-Pelvic Structure Segmentation in MRI and CT18 Mar 2025 0 repositories listed
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Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation12 Mar 2025 0 repositories listed
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GIGP: A Global Information Interacting and Geometric Priors Focusing Framework for Semi-supervised Medical Image Segmentation12 Mar 2025 0 repositories listed
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3D Medical Imaging Segmentation on Non-Contrast CT11 Mar 2025 0 repositories listed
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QuantU-Net: Efficient Wearable Medical Imaging Using Bitwidth as a Trainable Parameter10 Mar 2025 0 repositories listed
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Semi-Supervised Medical Image Segmentation via Knowledge Mining from Large Models10 Mar 2025 0 repositories listed
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Task-Specific Knowledge Distillation from the Vision Foundation Model for Enhanced Medical Image Segmentation10 Mar 2025 0 repositories listed
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9 Mar 2025 0 repositories listed Syntology 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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Dynamically evolving segment anything model with continuous learning for medical image segmentation8 Mar 2025 0 repositories listed
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Partially Supervised Unpaired Multi-Modal Learning for Label-Efficient Medical Image Segmentation7 Mar 2025 0 repositories listed
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Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation6 Mar 2025 0 repositories listed
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Implicit U-KAN2.0: Dynamic, Efficient and Interpretable Medical Image Segmentation5 Mar 2025 0 repositories listed
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Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching5 Mar 2025 0 repositories listed
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Primus: Enforcing Attention Usage for 3D Medical Image Segmentation3 Mar 2025 0 repositories listed
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SparseMamba-PCL: Scribble-Supervised Medical Image Segmentation via SAM-Guided Progressive Collaborative Learning3 Mar 2025 0 repositories listed
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Autoregressive Medical Image Segmentation via Next-Scale Mask Prediction28 Feb 2025 0 repositories listed
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Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image Segmentation28 Feb 2025 0 repositories listed
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Test-Time Modality Generalization for Medical Image Segmentation27 Feb 2025 0 repositories listed
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M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation24 Feb 2025 0 repositories listed
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Image Translation-Based Unsupervised Cross-Modality Domain Adaptation for Medical Image Segmentation21 Feb 2025 0 repositories listed
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Vision Foundation Models in Medical Image Analysis: Advances and Challenges20 Feb 2025 0 repositories listed
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MGFI-Net: A Multi-Grained Feature Integration Network for Enhanced Medical Image Segmentation19 Feb 2025 0 repositories listed
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WRT-SAM: Foundation Model-Driven Segmentation for Generalized Weld Radiographic Testing17 Feb 2025 0 repositories listed
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RemInD: Remembering Anatomical Variations for Interpretable Domain Adaptive Medical Image Segmentation15 Feb 2025 0 repositories listed
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Improving Lesion Segmentation in Medical Images by Global and Regional Feature Compensation12 Feb 2025 0 repositories listed
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Bidirectional Uncertainty-Aware Region Learning for Semi-Supervised Medical Image Segmentation11 Feb 2025 0 repositories listed
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Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation?10 Feb 2025 0 repositories listed
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A Comprehensive Review of U-Net and Its Variants: Advances and Applications in Medical Image Segmentation9 Feb 2025 0 repositories listed
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A Novel Convolutional-Free Method for 3D Medical Imaging Segmentation8 Feb 2025 0 repositories listed
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Synthetic Poisoning Attacks: The Impact of Poisoned MRI Image on U-Net Brain Tumor Segmentation6 Feb 2025 0 repositories listed
Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.