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Gryphon: A Unified Architecture for Semantic-ID Generation and Item-Level Scoring in Industrial Recommendations

arXiv:2606.08604v1 Announce Type: new Abstract: Generative retrieval (GR) has become a scalable approach to candidate generation: each item is assigned a short hierarchical token sequence called a Semantic ID (SID), and the next item's SID is decoded autoregressively. A practical limitation is that the decoder's beam search optimizes the likelihood of token sequences, not the relevance of the underlying items. These objectives diverge when sequence likelihood is poorly calibrated due to beam...

arXiv CS 1d ago

Motorola effectively bricked its entire line of WiFi routers without explanation

Motorola effectively bricked its entire line of WiFi routers without explanation Motorola has effectively bricked its WiFi routers without warning, and the issue has been ongoing for nearly a month, according to a Mashable investigation and user complaints across the App Store, Amazon, and Reddit. Sometime around mid-May, Motorola's MotoSync+ app for iOS and Android went down. On iOS, the MotoSync+ app opens to the login screen, and a loading wheel just spins and spins.

Hacker News 3d ago