Journal Club

Welcome to the AI4Path Lab Journal Club! Our sessions happen every Monday and Wednesday from 10:00 to 11:00 AM Eastern Time (ET), chaired by senior researchers. We discuss the latest cutting-edge research in computational pathology and AI applications across various domains.

Each session features a presenter discussing an innovative paper, followed by an engaging discussion where members share insights, highlight strengths and weaknesses, and explore new ideas. This collaborative learning experience is invaluable for deepening understanding beyond just reading papers.

If you are passionate about AI in computational pathology and want to present or participate, submit your details below.

Upcoming Sessions

Date Presenter Paper Title
Monday, Apr 21, 2025 Yongxin Guo “Histo-Genomic Knowledge Distillation For Cancer Prognosis From Histopathology Whole Slide Images”
Wednesday, Apr 23, 2025 Onur Koyun, PhD “Manifold Mixup: Better Representations by Interpolating Hidden States”
Monday, Apr 28, 2025 Usman Afzaal “Unsupervised Foundation Model-Agnostic Slide-Level Representation Learning”
Wednesday, Apr 30, 2025 Hikmat Khan, PhD “UnCLe SAM: Unleashing SAM’s Potential for Continual Prostate MRI Segmentation”
Monday, May 05, 2025 Thomas Tavolara, PhD “Scaling Monosemanticity: Extracting Interpretable Features from Claude 3 Sonnet”
Wednesday, May 07, 2025 Alejandro Leyva “FHBench: Towards Efficient and Personalized Federated Learning for Multimodal Healthcare”
Monday, May 12, 2025 Abbas Alili, PhD
Wednesday, May 14, 2025 Abdul Rehman Akbar “KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis”
Monday, May 19, 2025 Hao Lu, PhD
Wednesday, May 21, 2025 Usama Sajjad
Monday, May 26, 2025 Ziyu Su, PhD
Wednesday, May 28, 2025 Mesut Sekar, PhD
Monday, Jun 02, 2025 Hikmat Khan, PhD
Wednesday, Jun 04, 2025 Onur Koyun, PhD
Monday, Jun 09, 2025 Usman Afzaal
Wednesday, Jun 11, 2025 Yongxin Guo
Monday, Jun 16, 2025 Thomas Tavolara, PhD
Wednesday, Jun 18, 2025 Alejandro Leyva
Monday, Jun 23, 2025 Abbas Alili, PhD

Recent Sessions

Date Presenter Paper Title
Wednesday, Apr 16, 2025 Mesut Sekar, PhD “Tissue concepts: Supervised foundation models in computational pathology”
Monday, Apr 14, 2025 Ziyu Su, PhD “Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think”
Wednesday, Apr 09, 2025 Usama Sajjad “Deep Clustering for Unsupervised Learning of Visual Features”
Monday, Apr 07, 2025 Hao Lu, PhD “DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models”
Wednesday, Apr 02, 2025 Abdul Rehman Akbar “PathFinder: A Multi-Modal Multi-Agent System for Medical Diagnostic Decision-Making Applied to Histopathology”
Monday, Mar 31, 2025 Thomas Tavolara, PhD ”Multimodal histopathologic models stratify hormone receptor-positive early breast cancer”
Wednesday, Mar 26, 2025 Alejandro Leyva ”SPIDER: A Comprehensive Multi-Organ Supervised Pathology Dataset and Baseline Models”
Wednesday, Mar 26, 2025 Usman Afzaal ”Incorporating Probabilistic Domain Knowledge into Deep Multiple Instance Learning”
Monday, Mar 24, 2025 Onur Koyun, PhD “Knowledge-enhanced Visual-Language Pretraining for Computational Pathology”
Wednesday, Mar 19, 2025 Yongxin Guo “Prompt Learning with One-Shot Setting based Feature Space Analysis in Vision-and-Language Models”
Monday, Mar 17, 2025 Usman Afzaal “A vision–language foundation model for precision oncology”
Wednesday, Mar 12, 2025 Abdul Rehman Akbar “Multi-V-Stain: Multiplexed Virtual Staining of Histopathology Whole-Slide Images”
Monday, Mar 10, 2025 Hikmat Khan, PhD “GUIDE: GUIDANCE-BASED INCREMENTAL LEARNING WITH DIFFUSION MODELS”
Wednesday, Mar 05, 2025 Mesut Sekar, PhD “A novel convolution transformer-based network for histopathology-image classification using adaptive convolution and dynamic attention”
Monday, Mar 03, 2025 Ziyu Su, PhD “DEADiff: An Efficient Stylization Diffusion Model with Disentangled Representations”
Wednesday, Feb 26, 2025 Usama Sajjad “Semi-supervised ViT knowledge distillation network with style transfer normalization for colorectal liver metastases survival prediction”
Monday, Feb 24, 2025 Hao Lu, PhD “Palette: Image-to-Image Diffusion Models”
Wednesday, Feb 19, 2025 Abdul Rehman Akbar “mTREE: Multi-Level Text-Guided Representation End-to-End Learning for Whole Slide Image Analysis”
“Agent Laboratory: Using LLM Agents as Research Assistants”
Monday, Feb 17, 2025 Alejandro Leyva “MGCT: Mutual-Guided Cross-Modality Transformer for Survival Outcome Prediction using Integrative Histopathology-Genomic Features”
Wednesday, Feb 12, 2025 Thomas Tavolara, PhD “Multimodal Whole Slide Foundation Model for Pathology”
Monday, Feb 10, 2025 Yongxin Guo “Aligning knowledge concepts to whole slide images for precise histopathology image analysis”
Wednesday, Feb 05, 2025 Usman Afzaal “Pathology-Knowledge enhanced multi-instance prompt learning for few-shot whole slide image classification”
Monday, Feb 03, 2025 Onur Koyun, PhD “Titans: Learning to Memorize at Test Time”
Wednesday, Jan 29, 2025 Hikmat Khan, PhD “Are Nuclear Masks All You Need For Improved Out-Of-Domain Generalization? A Closer Look At Cancer Classification In Histopathology​”
Monday, Jan 27, 2025 Mesut Sekar, PhD “Feature Re-Embedding: Towards Foundation Model-Level Performance in Computational Pathology”
Wednesday, Jan 22, 2025 Ziyu Su, PhD “Adaptive Supervised PatchNCE Loss for Learning H&E-to-IHC Stain Translation with Inconsistent Groundtruth Image Pairs”
Monday, Jan 20, 2025 Usama Sajjad “Automatic data augmentation to improve generalization of deep learning in H&E stained histopathology”
Wednesday, Jan 15, 2025 Hao Lu, PhD “Anti-Adversarially Manipulated Attributions for Weakly and Semi-Supervised Semantic Segmentation”
Monday, Jan 13, 2025 Abdul Rehman Akbar “ChatDev: Communicative Agents for Software Development”
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