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cs.CL2026

Causal Episodic Memory for Feedback-Driven Agent Repair

Khang Nhat Hoang Vo, Tam Minh Chu, Anh Trac Duc Dinh +2

LLM agents that repair failures often discard successful corrections, forcing later episodes to rediscover similar solutions. We study whether finalized repair outcomes can improve…

cs.CL2026

Before the Warning Comes Too Late: Incremental Phone-Scam Detection from Speech

Khang Nhat Hoang Vo, Anh Trac Duc Dinh, Tai Tien Ta +1

We study weakly supervised incremental telecom fraud detection from raw telephone audio, where training provides only conversation-level labels and predictions must be updated befo…

cs.CL2026

Echoes Across Vietnam's Highlands, Delta, and Coast: A Multilingual Corpus for Cham, Khmer, and Tay-Nung

Anh Trac Duc Dinh, Khang Nhat Hoang Vo, Vinh Cong Doan +2

Vietnam's ethnic minority languages are almost absent from the field of Natural Language Processing (NLP), and the challenge goes beyond data scarcity: Cham, Khmer, and Tay-Nung di…

cs.CL2026

The JEPA Paradox in Language: The Geometry of Linguistic Alternatives

Anh Trac Duc Dinh, Khang Nhat Hoang Vo

Joint-Embedding Predictive Architectures (JEPAs) are effective for images, video, and audio, yet deterministic JEPA-style latent prediction has not become a standard objective for…

cs.CL2025

Bridging LLMs and Symbolic Reasoning in Educational QA Systems: Insights from the XAI Challenge at IJCNN 2025

Long S. T. Nguyen, Khang H. N. Vo, Thu H. A. Nguyen +13

The growing integration of Artificial Intelligence (AI) into education has intensified the need for transparency and interpretability. While hackathons have long served as agile en…