AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work evaluates six recent self-evolution methods and introduces CLR-Bench, a Curriculum of Latent Rules benchmark, which measures how well an agent learns, and this ability differs across models.
On-policy state training, which trains the encoder on the states it reaches itself, which retrieves complete evidence more often than teacher-forced training and the systems the authors compare, and it transfers without further training to harder long-chain variants of HotpotQA and 2WikiMultiHopQA that are constructed.
TRIM22 is a TRIM family E3 ubiquitin ligase whose expression is strongly induced by interferons. For many years, it has been identified primarily as an antiviral effector, a role that remains well validated. A growing body of cancer-related work now forces us to expand that view considerably. Depending on tumor type, u...
Background Prostate cancer (PRAD) represents one of the most prevalent malignancies among men globally. Accumulating evidence implicates gut microbiota dysbiosis in the initiation and progression of prostate cancer; however, the causal relationship and underlying molecular mechanisms remain incompletely elucidated. Thi...
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