Imran Lab’s Paper Reading Group

Fall 2025 Paper Discussions

Dec 19, 2025: [N. Nayla], Mind the gap: Preserving and compensating for the modality gap in clip-based continual learning

Dec 12, 2025: [R. Rifa], Few-Shot Image Quality Assessment via Adaptation of Vision-Language Models

Dec 5, 2025: [N. Munia], LLaVA-3D: A Simple yet Effective Pathway to Empowering LMMs with 3D Capabilities

Nov 21, 2025: [T. Ward], Enhancing the Reliability of Auto-Prompting SAM for Medical Image Segmentation with Uncertainty Estimation and Rectification

Nov 7, 2025: [N. Nayla], Continual learning strategies for cancer-independent detection of lymph node metastases

Oct 31, 2025: [R. Rifa], Privacy-Preserving Latent Diffusion-Based Synthetic Medical Image Generation

Oct 24, 2025: [T. Ward], Self-Supervised Contrastive Learning is Approximately Supervised Contrastive Learning

Oct 17, 2025: [N. Munia], PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training

Oct 10, 2025: [N. Nayla], Language Guided Concept Bottleneck Models for Interpretable Continual Learning

Oct 1, 2025: [N. Munia], Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning

Sep 24, 2025: [R. Rifa], DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation

Sep 10, 2025: [T. Ward], Effective Multimodal Reinforcement Learning with Modality Alignment and Importance Enhancement

Sep 3, 2025: [N. Nayla], Anatomy-Aware Gating Network for Explainable Alzheimer’s Disease Diagnosis

Aug 27, 2025: [N. Munia], DoraCycle: Domain-Oriented Adaptation of Unified Generative Model in Multimodal Cycles