Oncology

Momentum

8 papers in the last four weeks, down 50% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28

Latest papers 212

All topics
CardsList
  1. Agentic systems for breast cancer treatment recommendations

    Jul 13, 2026Vinicius Anjos de Almeida, Nícolas Henrique Borges, Leonardo Vicenzi +5Multi-Agent LLM SystemsClinical Decision Support

  2. Anatomy-Privileged Distillation with Token Routing for MRI-Based Prediction of Perineural Invasion

    Jul 13, 2026Hyunsu Go, Youngung Han, Kyeonghun Kim +15Medical Image ClassificationClinical Prediction

  3. LoSA-Net: A Localized and Scale-Adaptive Network for Boundary-Sensitive Prediction of Perineural Invasion in 3D MRI

    Jul 13, 2026Youngung Han, Hyunsu Go, Kyeonghun Kim +9Self-AttentionMulti-Scale Feature Fusion

  4. BAT-RM: A Boundary-Aware Transformer with Region-Aware Multi-Directional Mamba for Clinically Deployed Cervical Cancer Radiotherapy Auto-Contouring

    Jul 11, 2026Istiak Ahmed, Kazi Shahriar Sanjid, Galib Ahmed +16Visual SSMsMedical Image Segmentation

  5. Information-seeking failures of large language models in agentic clinical reasoning

    Jul 11, 2026Krischan Braitsch, Laura K. Schmalbrock, Theresa Weltermann +11HealthcareAgentic Reasoning

  6. SAGEAgent: A Self-Evolving Agent for Cost-Aware Modality Acquisition in Multimodal Survival Prediction

    Jul 10, 2026Chongyu Qu, Can Cui, Zhengyi Lu +8Cancer Survival PredictionClinical Decision Support

  7. CT-CLIP Representations for Multimodal Lung Cancer Survival Prediction

    Jul 9, 2026Sofie Allgöwer, Mikael Johansson, Andreas Hallqvist +4Medical Imaging Foundation ModelsRadiology VLMs

  8. ProsMAE: Multi-Source MAE Pretraining for ISUP Grade Classification

    Jul 9, 2026Anna Jung, Kyeonghun Kim, Youngung Han +6Computational PathologyMasked Autoencoders

  9. Compass: Prostate Cancer Detection Needs Multi-View Context

    Jul 8, 2026Paul F. R. Wilson, Mohamed Harmanani, Zhuoxin Guo +6Medical ImagingMulti-View Learning

  10. The Large Cancer Assistant (LCA): A Model-Agnostic Orchestration Framework for Scalable Clinical Decision Support in Oncology

    Jul 7, 2026Ghassen Marrakchi, Basarab MateiClinical Decision SupportOncology

  11. KOAL: Knowledge-Driven Prostate Cancer Grading with Ordinal-Aware Learning

    Jul 7, 2026Zheng Guo, Jiaqi Cui, Haocheng Xiong +5Medical Image ClassificationOrdinal Regression

  12. Biologically Informed Deep Neural Networks for Multi-Omic Integration, Pathway Activity Inference and Risk Stratification in Cancer

    Jul 6, 2026Pedro Henrique da Costa Avelar, Le Ou-Yang, Min Wu +1Cancer Survival PredictionAutoencoders

  13. Graph Representation Learning of Longitudinal Medical Imaging Trajectories for Treatment Response Prediction

    Jul 6, 2026Johannes Kiechle, Richard Osuala, Daniel M. Lang +5Graph Representation Learning3D Medical Imaging

  14. MergeSurv: Merging-Based Continual Learning for Survival Analysis on Whole-Slide Images

    Jul 6, 2026Vu Minh Tran, Doanh C. Bui, Maï K. Nguyen +1Cancer Survival PredictionSurvival Analysis

  15. Predicting Therapeutic Outcome via Aligning Patient-Specific Knowledge Graph and Gene-Level Perturbation Representations

    Jul 6, 2026Dongmin Bang, Sugyun An, Inyoung Sung +3Cancer GenomicsHealthcare

  16. SHIFT: Survival Prediction from Incomplete and Heterogeneous Genomic Data

    Jul 4, 2026Muhammet Sami Yavuz, Ayhan Can Erdur, Sabri Mustafa Kahya +2Cancer GenomicsCancer Survival Prediction

  17. GLOW-FDG: Generalized cancer LesiOn Whole-body segmentation model for 18^{18}F-FDG-PET/CT

    Jul 4, 2026Maksym Fritsak, Maximilian Rokuss, Hubert S. Gabryś +10Cross-Modality Medical Image SegmentationPET/CT Imaging

  18. An Interpretable Deep Learning Framework for Discovery and Clinical Validation of Deep Radiomic Signatures in Tumor Classification

    Jul 3, 2026Chengkun Sun, Jinqian Pan, Renjie Liang +7Medical Image ClassificationOncology

  19. Learning from Lost Provenance: Multiple Instance Learning for Cancer Registry Tumor Group Classification

    Jul 3, 2026Leonard Ruocco, Jonathan Simkin, Lovedeep Gondara +2Computational PathologyWeakly Supervised Learning

  20. CaresAI at SMM4H-HeaRD 2026: Predicting TNM Staging

    Jul 3, 2026Joseph Itopa Abubakar, Jorge Jarme, Favour Igwezeke +1Multi-Label ClassificationClinical Prediction

  21. Semantic Segmentation-Driven Image-Level Diagnosis of Liver Cancers in Hematoxylin and Eosin Histopathology Images

    Jul 3, 2026Ivica Kopriva, Dario Sitnik, Arijana Pacic +3Computational PathologyHistopathology Image Segmentation

  22. Pretreatment MRI reveals a latent, molecular-subtype-independent structural phenotype that organizes treatment trajectories and recurrence risk

    Jul 2, 2026Dattatreya Kantha, Murray H. LoewBreast CancerLongitudinal Medical Image Analysis

  23. A Novel Machine Learning Approach for Central Nervous System Tumor Classification from DNA Methylation

    Jul 1, 2026Paulo R. Ferreira, Lucas Coutinho Freitas, Laís dos Santos Gonçalves +4Multiclass ClassificationOncology

  24. EchoRisk: A Multicentre Echocardiography Dataset and Benchmark for Cardio-Oncology

    Jul 1, 2026Grigorios Kalliatakis, Georgia Karanasiou, Georgios Manikis +10Left Ventricular Ejection Fraction EstimationHealthcare

  25. Foundation Models vs. Radiomics for Lung Computed Tomography: A Benchmark of Feature Extractors, Classification Heads, and Segmentation Choices

    Jul 1, 2026Nils Neukirch, Martin Maurer, Nils StrodthoffMedical Imaging Foundation ModelsCancer Survival Prediction

  26. Explainable AI for Cancer Drug Response Prediction: Beyond Univariate Feature Attributions

    Jul 1, 2026Martino Ciaperoni, Margherita Lalli, Simone Piaggesi +6Cancer GenomicsFeature Attribution

  27. ClinRAG-GRAPH: Clinical-prior Retrieval-Augmented Graph Model with Domain Adversarial Learning for Breast pCR Prediction

    Jul 1, 2026Yaofei Duan, Yuhao Huang, Tianyu Zhang +12Domain-Adversarial LearningRetrieval-Augmented Generation

  28. AEGIS: A Multi-Task Joint-Embedding Predictive Architecture for Mammography

    Jun 30, 2026Scott Chase Waggener, Sai Karthik Navuluru, Lakshman TamilBreast CancerJoint-Embedding Predictive Architecture

  29. Learning Where to Look: A Reinforcement Learning Framework for Robust Micro-Ultrasound Prostate Cancer Detection

    Jun 29, 2026Mohammad Mahdi Abootorabi, Sina Namazi, Armin Saadat +7Medical ImagingReinforcement Learning

  30. TRACE: A Concept Bottleneck Model for Longitudinal 3D Glioblastoma Response Assessment

    Jun 29, 2026Alia Tarek, Hamsa Saberr, Hamza Elghonemy +6Concept Bottleneck Models3D Medical Imaging

  31. LETT-NeXt: A Lightweight RECIST-Guided Model for 3D CT Lesion Segmentation

    Jun 29, 2026Sebastian Aas, Elias Stenhede, Arian RanjbarPromptable Image SegmentationMedical Image Segmentation

  32. Data-Efficient Multimodal Alignment for Histopathology-based Molecular Prediction

    Jun 29, 2026Dominik Winter, Dominik Vonficht, Loïc Le Bescond +6Computational PathologyCross-Modal Alignment

  33. Evidence-Based Text-Conditioned 3D CT Synthesis for Ovarian Cancer

    Jun 27, 2026Francesca Pia Panaccione, Eugenio Lomurno, Francesca Fati +11Medical ImagingLatent Diffusion Models

  34. Predicting Metastatic Risk from Primary Cancer Tissue Architecture via Distance-Aware Spatial Modeling

    Jun 27, 2026Sandesh Pokhrel, Hamid Manoochehri, Beatrice S Knudsen +1Computational PathologyClinical Outcome Prediction

  35. Distribution-based deep multiple instance learning for tumor proportion scoring in NSCLC

    Jun 25, 2026Krzysztof Pysz, Artur Bartczak, Jarosław Kwiecień +2Computational PathologyOncology

  36. OncoSynth: Synthetic data generation for treatment effect estimation in oncology

    Jun 24, 2026Octavia-Andreea Ciora, Julian Welzel, Dennis Frauen +6Causal Effect EstimationSynthetic Data Generation

  37. Cross-Attention Multimodal Learning for Predicting Response to Neoadjuvant Imatinib in Gastrointestinal Stromal Tumors: A Multicenter Retrospective Study

    Jun 24, 2026Fariba Tohidinezhad, Douwe J. Spaanderman, Natalia Oviedo Acosta +14Clinical PredictionOncology

  38. JASPR: Joint Spatial Representation learning of histology and spatial genomics for improved virtual genomic screening and clinical prognostication

    Jun 24, 2026Marija Pizurica, Eric Zimmermann, Neil Tenenholtz +5Cancer GenomicsComputational Pathology

  39. BenchX: Benchmarking AI Models for Cancer Detection and Localization with Demographic and Protocol Biases

    Jun 23, 2026Qi Chen, Wenxuan Li, Pedro R. A. S. Bassi +14Distribution ShiftMedical Image Analysis

  40. A Leakage-Aware Comparative Benchmark of Machine Learning, Deep Learning, and Transformer Models for Reliable Leukemia Detection

    Jun 23, 2026Nisreen AlbzourData LeakageMedical Image Classification

  41. Federated Survival Analysis in Healthcare: A Multi-Model Evaluation on Cross-Institutional Heterogeneous Breast Cancer Data

    Jun 22, 2026Natalia Moreno-Blasco, Anusha Ihalapathirana, Pekka Siirtola +1Cancer Survival PredictionSurvival Analysis

  42. HERO: Hypothesis-Driven Evidence Retrieval from Omics for Multi-Task Breast Cancer Analysis

    Jun 19, 2026Xiangyu Li, Ran SuBreast CancerClinical Outcome Prediction

  43. Computational Methods and Challenges in Cell-Free DNA Analysis for Multi-Cancer Early Detection

    Jun 18, 2026Nicko Starkey, Marcin W. Wojewodzic, Krzysztof RzeckiOncology

  44. HEad and neCK TumOR (HECKTOR) 2025: Benchmark of Segmentation, Diagnosis, and Prognosis in Multimodal PET/CT

    Jun 18, 2026Numan Saeed, Salma Hassan, Shahad Hardan +27Cancer Survival PredictionPET/CT Imaging

  45. Semantic-Anchored Evidential Fusion for Domain-Robust Whole-Slide Survival Analysis

    Jun 18, 2026Yucheng Xing, Ling Huang, Pei Liu +4Computational PathologyCancer Survival Prediction

  46. Prompt, Plan, Extract: Zero-Shot Agentic LLMs Workflows for Lung Pathology Extraction from Clinical Narratives

    Jun 18, 2026Aman Pathak, Cheng Peng, Mengxian Lyu +8Computational PathologyZero-Shot Learning

  47. Contour-Constrained Deformable Registration with Parameter Characterization for Head and Neck Surgical Guidance

    Jun 18, 2026Qingyun Yang, Jon S. Heiselman, Ayberk Acar +5OncologyPoint Cloud Registration

  48. An approach with Visual and Tabular Mamba to multimodal medical data using Mixed Fusion

    Jun 17, 2026Matheus B. Rocha, Gustavo B. Dettogni, Renato A. KrohlingMambaMultimodal Classification

  49. ChronoSurv: A Clinical Pathway-Guided Graph Framework for Multimodal Survival Analysis

    Jun 17, 2026Hugo Miccinilli, Theo Di PiazzaCancer Survival PredictionHeterogeneous GNNs

  50. Predicting Immune Biomarkers with MultiModal Mixture-of-Expert Pathology Foundation Models Empowers Precision Oncology

    Jun 16, 2026Tianyu Liu, Ziqing Wang, Zhaokang Liang +12Pathology Foundation ModelsClinical Prediction

  51. SegTME-UNI2: A Foundation Model-Based Framework for Generalisable Multiclass Cell Segmentation and LLM-Driven Tumour Microenvironment Characterisation in Histopathology

    Jun 16, 2026Wan Siti Halimatul Munirah Wan Ahmad, Faris Syahmi Samidi, Mohammad Badal Ahmmed +3Computational PathologyMedical Report Generation

  52. Probing, Fusion, and Trustworthiness: A Systematic Evaluation of Foundation Model Representations for Multimodal Cancer Analysis

    Jun 15, 2026Jingyu Hu, Giuseppe Tripodi, Reed Naidoo +2Computational PathologyMultimodal Robustness

  53. In-Domain Supervised Pathology Report Classification: A Reproducible Pipeline from Data Curation to Production-Matched Evaluation

    Jun 14, 2026Isaac Hands, Bin Huang, Adam Spannaus +4Computational PathologyTraining Data Curation

  54. Towards Global AI-Driven Cervical Cancer Screening

    Jun 12, 2026Thuy Nuong Tran, Ömer Sümer, Evangelia Christodoulou +15Medical DiagnosisMedical Image Classification

  55. Trimodal Glioma Representation Alignment via Volumetric Contrastive Learning

    Jun 12, 2026Denise Marini, Eleonora Grassucci, Danilo ComminielloCancer Survival PredictionCross-Modal Alignment

  56. Atlas H&E-TME: Scalable AI-Based Tissue Profiling at Expert Pathologist-Level Accuracy

    Jun 10, 2026Kai Standvoss, Miriam Hägele, Rosemarie Krupar +25Computational PathologyPathology Foundation Models

  57. Time-Conditioned and Multi-Time Survival Prediction from 2D PET/CT Projections in Lung Cancer

    Jun 10, 2026Ashish Chauhan, Sambit Tarai, Elin Lundström +3Cancer Survival PredictionSurvival Analysis