Author

Ze-Yuan Ma

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#artificial intelligence Apr 2026

TRU: Targeted Reverse Update for Efficient Multimodal Recommendation Unlearning

TRU performs three coordinated interventions across the model hierarchy: a ranking fusion gate to suppress residual target-item influence in ranking, branch-wise modality scaling to preserve retained multimodal representations, and capacity-aware parameter-group selection to localize reverse updates to deletion-sensitive modules.

Zhan-Ting Zhou, Kahou Tam, Ziqiang Zheng et al. · arXiv.org · 0 citations

Preprint Aug 2026

From Semantic Grounding to Decision Optimization: A Unified Framework for Long-Horizon UAV Vision-Language Navigation

This work presents an instruction-grounded semantic enhancement module that injects object-level semantics and relative spatial cues into the current observation state, and develops a relevance-aware dynamic temporal aggregation strategy that reweights the full history buffer while converting a few high-relevance frames into structured landmark prompts for the decoder.

Ze-Yuan Ma, Jiaxin Chen, Di Huang · 0 citations