Prior research often finds that AI creativity is limited: single systems rarely outperform humans, and human-AI collaboration does not exceed human output. We argue these conclusions underestimate AI's potential because most studies do not allow iterative, multi-agent exchanges that mirror the social processes underpin...
Y. Luan, Luning Sun, YeunJoon Kim et al.· 0 citations
This work reformulate FRG as generation mediated by a structured internal-state process and proposes the Intentional Agent, which shifts FRG from direct stimulus-response mapping to stimulus-grounded generation through explicit intermediate states.
Tffic-Audio is presented, a general speech deepfake detection system designed for comprehensive evaluation environment that achieves a pooled EER of 1.454% on the 14 test sets of Speech-DF-Arena, outperforming all currently public systems on the leaderboard.
Wan Lin, Li Wang, Jin-Dong Wang et al.· arXiv.org· 1 citation
The OISD framework is proposed, which improves reasoning by transferring on-policy predictive signals from the final layer to intermediate representations and employs signed advantage-weighted Jensen--Shannon alignment to distill informative intermediate representations while preserving policy consistency under a unifi...
Xin-Yu Liu, Darryl C. Jacob, Yang Zhou et al.· arXiv.org· 0 citations
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