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cs.LG2026
Is Our Benchmark Enough? An Analysis of Continual Learning for MLLMs
Van-Tuan Tran, Shruthi Gowda, Merim Dzaferagic +1
Continual adaptation is essential for multimodal large language models (MLLMs) deployed across evolving domains, but the state-of-the-art MR-LoRA method highly relies on the assump…
cs.CV2026
Transferable Multi-Bit Watermarking Across Frozen Diffusion Models via Latent Consistency Bridges
Hong-Hanh Nguyen-Le, Van-Tuan Tran, Thuc D. Nguyen +1
As generative AI advances, global governance frameworks increasingly mandate verifiable content provenance. However, existing watermarking techniques face a critical policy-to-tech…