From Causal Structure to Conditional Generation
Yu-Chen Guan, Chair Pradeep Ravikumar, Bryan Wilder
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TATK: Triple-Aware Top-K Learning with Knowledge-Grounded Verification for LLM-based Sequential Recommendation
TATK, a Triple-Aware framework that couples Top-K Learning (TKL) with Knowledge-Grounded Verification (KGV) for LLM-based sequential recommendation, shows that structural evidence is most useful for recoverable top-M candidates with reliable KG support, and should be gated when metadata relations are sparse or noisy.
Yu-Chen Guan, Jia-Ye Liu, Yi-Fei Han et al.
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