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Reward Score Matching: Unifying Reward-based Fine-tuning for Flow and Diffusion Models
Announce Type: replace Abstract: Reward-based fine-tuning steers a pretrained diffusion or flow-based generative model toward higher-reward samples while remaining close to the pretrained model. Although existing methods are derived from different perspectives, we show that many can be written under a common framework, which we call reward score matching (RSM). Under this view, alignment becomes score matching against a value-guided target, and the main differences across methods reduce to...
ROGLE: Robust Global-Local Alignment with Automated Region Supervision for Text-Based Person Search
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One-pot lactic acid production from rice straw: A consolidated bioprocess with enzymatic pretreatment-saccharification and Microbial co-fermentation
Global demand for platform chemicals and biomaterials urges us to seek sustainable strategies along with waste valorization to produce lactic acid (LA) sustainably. The study has designed a one-pot fermentation strategy by employing in-house produced ligninolytic and saccharifying enzymes on rice straw along with a consortium of hexose and pentose sugar co-fermenting microorganisms. Biological pretreatment with in-house ligninolytic enzyme was selected for the one-pot strategy from a...
UK mortgage approvals for house purchases reach highest level in over a year
UK mortgage approvals for house purchases reach highest level in over a year Economists are anticipating further interest rate increases later this year - Bookmark - CommentsGo to comments Mortgage approvals in the UK have surged to their highest level in over a year, according to new figures released by the Bank of England. The central bank's latest Money and Credit report revealed that 65,945 home purchase mortgages were approved in April. This marks a notable increase from the 63,979...