From Learning to Unlearning: Biomedical Security Protection in Multimodal Large Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Xu, Dunyuan, Yang, Xikai, Li, Yaoqian, Li, Jinpeng, Heng, Pheng-Ann |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Med-Evo: Test-time Self-evolution for Medical Multimodal Large Language Models
by: Xu, Dunyuan, et al.
Published: (2026)
by: Xu, Dunyuan, et al.
Published: (2026)
Perceive and Calibrate: Analyzing and Enhancing Robustness of Medical Multi-Modal Large Language Models
by: XU, Dunyuan, et al.
Published: (2025)
by: XU, Dunyuan, et al.
Published: (2025)
Adapting 2D Multi-Modal Large Language Model for 3D CT Image Analysis
by: Yu, Yang, et al.
Published: (2026)
by: Yu, Yang, et al.
Published: (2026)
Medical Large Vision Language Models with Multi-Image Visual Ability
by: Yang, Xikai, et al.
Published: (2025)
by: Yang, Xikai, et al.
Published: (2025)
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation
by: Xu, Dunyuan, et al.
Published: (2024)
by: Xu, Dunyuan, et al.
Published: (2024)
Cross-modality Guidance-aided Multi-modal Learning with Dual Attention for MRI Brain Tumor Grading
by: Xu, Dunyuan, et al.
Published: (2024)
by: Xu, Dunyuan, et al.
Published: (2024)
Depth-Driven Geometric Prompt Learning for Laparoscopic Liver Landmark Detection
by: Pei, Jialun, et al.
Published: (2024)
by: Pei, Jialun, et al.
Published: (2024)
SurgLQA: Scalable Long-Horizon Surgical Video Question Answering
by: Guo, Diandian, et al.
Published: (2026)
by: Guo, Diandian, et al.
Published: (2026)
Multi-scale Spatio-temporal Transformer-based Imbalanced Longitudinal Learning for Glaucoma Forecasting from Irregular Time Series Images
by: Yang, Xikai, et al.
Published: (2024)
by: Yang, Xikai, et al.
Published: (2024)
Decoupling Feature Representations of Ego and Other Modalities for Incomplete Multi-modal Brain Tumor Segmentation
by: Yang, Kaixiang, et al.
Published: (2024)
by: Yang, Kaixiang, et al.
Published: (2024)
SurgPub-Video: A Comprehensive Surgical Video Dataset for Enhanced Surgical Intelligence in Vision-Language Model
by: Li, Yaoqian, et al.
Published: (2025)
by: Li, Yaoqian, et al.
Published: (2025)
Unlocking Positive Transfer in Incrementally Learning Surgical Instruments: A Self-reflection Hierarchical Prompt Framework
by: Zhu, Yu, et al.
Published: (2026)
by: Zhu, Yu, et al.
Published: (2026)
SignVTCL: Multi-Modal Continuous Sign Language Recognition Enhanced by Visual-Textual Contrastive Learning
by: Chen, Hao, et al.
Published: (2024)
by: Chen, Hao, et al.
Published: (2024)
MEJO: MLLM-Engaged Surgical Triplet Recognition via Inter- and Intra-Task Joint Optimization
by: Zhang, Yiyi, et al.
Published: (2025)
by: Zhang, Yiyi, et al.
Published: (2025)
Interpretable Bilingual Multimodal Large Language Model for Diverse Biomedical Tasks
by: Wang, Lehan, et al.
Published: (2024)
by: Wang, Lehan, et al.
Published: (2024)
Rethinking Facial Expression Recognition in the Era of Multimodal Large Language Models: Benchmark, Datasets, and Beyond
by: Zhang, Fan, et al.
Published: (2025)
by: Zhang, Fan, et al.
Published: (2025)
MedHallTune: An Instruction-Tuning Benchmark for Mitigating Medical Hallucination in Vision-Language Models
by: Yan, Qiao, et al.
Published: (2025)
by: Yan, Qiao, et al.
Published: (2025)
Unifying Physically-Informed Weather Priors in A Single Model for Image Restoration Across Multiple Adverse Weather Conditions
by: Xu, Jiaqi, et al.
Published: (2026)
by: Xu, Jiaqi, et al.
Published: (2026)
Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models
by: Li, Jiaqi, et al.
Published: (2024)
by: Li, Jiaqi, et al.
Published: (2024)
3DSAM-adapter: Holistic adaptation of SAM from 2D to 3D for promptable tumor segmentation
by: Gong, Shizhan, et al.
Published: (2023)
by: Gong, Shizhan, et al.
Published: (2023)
UniHOPE: A Unified Approach for Hand-Only and Hand-Object Pose Estimation
by: Wang, Yinqiao, et al.
Published: (2025)
by: Wang, Yinqiao, et al.
Published: (2025)
SiMA-Hand: Boosting 3D Hand-Mesh Reconstruction by Single-to-Multi-View Adaptation
by: Wang, Yinqiao, et al.
Published: (2024)
by: Wang, Yinqiao, et al.
Published: (2024)
PEBench: A Fictitious Dataset to Benchmark Machine Unlearning for Multimodal Large Language Models
by: Xu, Zhaopan, et al.
Published: (2025)
by: Xu, Zhaopan, et al.
Published: (2025)
SFANet: Spatial-Frequency Attention Network for Weather Forecasting
by: Wang, Jiaze, et al.
Published: (2024)
by: Wang, Jiaze, et al.
Published: (2024)
Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation
by: Miao, Juzheng, et al.
Published: (2024)
by: Miao, Juzheng, et al.
Published: (2024)
Surgical Workflow Recognition and Blocking Effectiveness Detection in Laparoscopic Liver Resections with Pringle Maneuver
by: Guo, Diandian, et al.
Published: (2024)
by: Guo, Diandian, et al.
Published: (2024)
The Impact of Image Resolution on Biomedical Multimodal Large Language Models
by: Chen, Liangyu, et al.
Published: (2025)
by: Chen, Liangyu, et al.
Published: (2025)
Towards Real-World Adverse Weather Image Restoration: Enhancing Clearness and Semantics with Vision-Language Models
by: Xu, Jiaqi, et al.
Published: (2024)
by: Xu, Jiaqi, et al.
Published: (2024)
SafeEraser: Enhancing Safety in Multimodal Large Language Models through Multimodal Machine Unlearning
by: Chen, Junkai, et al.
Published: (2025)
by: Chen, Junkai, et al.
Published: (2025)
Deep Omni-supervised Learning for Rib Fracture Detection from Chest Radiology Images
by: Chai, Zhizhong, et al.
Published: (2023)
by: Chai, Zhizhong, et al.
Published: (2023)
Memory-Efficient Prompt Tuning for Incremental Histopathology Classification
by: Zhu, Yu, et al.
Published: (2024)
by: Zhu, Yu, et al.
Published: (2024)
Does Engram Do Memory Retrieval in Autoregressive Image Generation?
by: Wang, Jinghao, et al.
Published: (2026)
by: Wang, Jinghao, et al.
Published: (2026)
Visual-Guided Key-Token Regularization for Multimodal Large Language Model Unlearning
by: Cai, Chengyi, et al.
Published: (2026)
by: Cai, Chengyi, et al.
Published: (2026)
VP-Bench: A Comprehensive Benchmark for Visual Prompting in Multimodal Large Language Models
by: Xu, Mingjie, et al.
Published: (2025)
by: Xu, Mingjie, et al.
Published: (2025)
Distribution-Aware Calibration for Object Detection with Noisy Bounding Boxes
by: Zhou, Donghao, et al.
Published: (2023)
by: Zhou, Donghao, et al.
Published: (2023)
V-MAGE: A Game Evaluation Framework for Assessing Vision-Centric Capabilities in Multimodal Large Language Models
by: Zheng, Xiangxi, et al.
Published: (2025)
by: Zheng, Xiangxi, et al.
Published: (2025)
EFUF: Efficient Fine-grained Unlearning Framework for Mitigating Hallucinations in Multimodal Large Language Models
by: Xing, Shangyu, et al.
Published: (2024)
by: Xing, Shangyu, et al.
Published: (2024)
Topology-Constrained Learning for Efficient Laparoscopic Liver Landmark Detection
by: Cui, Ruize, et al.
Published: (2025)
by: Cui, Ruize, et al.
Published: (2025)
Comprehensive Generative Replay for Task-Incremental Segmentation with Concurrent Appearance and Semantic Forgetting
by: Li, Wei, et al.
Published: (2024)
by: Li, Wei, et al.
Published: (2024)
Beyond Words: Advancing Long-Text Image Generation via Multimodal Autoregressive Models
by: Wang, Alex Jinpeng, et al.
Published: (2025)
by: Wang, Alex Jinpeng, et al.
Published: (2025)
Similar Items
-
Med-Evo: Test-time Self-evolution for Medical Multimodal Large Language Models
by: Xu, Dunyuan, et al.
Published: (2026) -
Perceive and Calibrate: Analyzing and Enhancing Robustness of Medical Multi-Modal Large Language Models
by: XU, Dunyuan, et al.
Published: (2025) -
Adapting 2D Multi-Modal Large Language Model for 3D CT Image Analysis
by: Yu, Yang, et al.
Published: (2026) -
Medical Large Vision Language Models with Multi-Image Visual Ability
by: Yang, Xikai, et al.
Published: (2025) -
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation
by: Xu, Dunyuan, et al.
Published: (2024)