Continual Learning of Multimodal Large Language Models

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AuroraZengfh 

authored a paper 11 days ago

VTCBench: Can Vision-Language Models Understand Long Context with Vision-Text Compression?

Paper • 2512.15649 • Published 16 days ago • 6

Moenupa 

updated a dataset 14 days ago

MLLM-CL/VTCBench

Viewer • Updated 14 days ago • 2.2k • 158 • 2

z-hb 

authored a paper 15 days ago

VTCBench: Can Vision-Language Models Understand Long Context with Vision-Text Compression?

Paper • 2512.15649 • Published 16 days ago • 6

Moenupa 

authored a paper 15 days ago

VTCBench: Can Vision-Language Models Understand Long Context with Vision-Text Compression?

Paper • 2512.15649 • Published 16 days ago • 6

z-hb 

submitted a paper to Daily Papers 16 days ago

VTCBench: Can Vision-Language Models Understand Long Context with Vision-Text Compression?

Paper • 2512.15649 • Published 16 days ago • 6

z-hb 

published a dataset 28 days ago

MLLM-CL/VTCBench

Viewer • Updated 14 days ago • 2.2k • 158 • 2

Moenupa 

updated a dataset about 2 months ago

MLLM-CL/RULER

Viewer • Updated Nov 12, 2025 • 12 • 4

AuroraZengfh 

authored 9 papers 2 months ago

Local-Prompt: Extensible Local Prompts for Few-Shot Out-of-Distribution Detection

Paper • 2409.04796 • Published Sep 7, 2024

DESIRE: Dynamic Knowledge Consolidation for Rehearsal-Free Continual Learning

Paper • 2411.19154 • Published Nov 28, 2024

EventVAD: Training-Free Event-Aware Video Anomaly Detection

Paper • 2504.13092 • Published Apr 17, 2025

MambaIC: State Space Models for High-Performance Learned Image Compression

Paper • 2503.12461 • Published Mar 16, 2025

PPT: Token Pruning and Pooling for Efficient Vision Transformers

Paper • 2310.01812 • Published Oct 3, 2023

ModalPrompt: Towards Efficient Multimodal Continual Instruction Tuning with Dual-Modality Guided Prompt

Paper • 2410.05849 • Published Oct 8, 2024

Towards Efficient and General-Purpose Few-Shot Misclassification Detection for Vision-Language Models

Paper • 2503.20492 • Published Mar 26, 2025

TR-DQ: Time-Rotation Diffusion Quantization

Paper • 2503.06564 • Published Mar 9, 2025

Federated Continual Instruction Tuning

Paper • 2503.12897 • Published Mar 17, 2025

AuroraZengfh 

authored 4 papers 3 months ago

Parameter Efficient Merging for Multimodal Large Language Models with Complementary Parameter Adaptation

Paper • 2502.17159 • Published Feb 24, 2025 • 2

HiDe-LLaVA: Hierarchical Decoupling for Continual Instruction Tuning of Multimodal Large Language Model

Paper • 2503.12941 • Published Mar 17, 2025

Token Reduction Should Go Beyond Efficiency in Generative Models -- From Vision, Language to Multimodality

Paper • 2505.18227 • Published May 23, 2025 • 15

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing

Paper • 2505.11935 • Published May 17, 2025