Scream 7 Will Officially Bring Back 5 Major Actors from the First Movie
The popular horror series Scream successfully updated itself with the 2022 film by carefully blending the old with the new. It did this by featuring a new generation of main characters, commenting on how fans interact with horror movies today, and still including beloved characters like Sidney Prescott, Gale Weathers, and Dewey Riley. This showed the franchise could grow and change while staying true to what made it popular in the first place.
![Client participation in Federated Learning exhibits network effects, wherein increased client involvement demonstrably amplifies the overall model accuracy, a phenomenon quantified by the observation that the marginal gain in performance diminishes as participation nears saturation, mirroring a logarithmic relationship described by [latex] \log(N) [/latex], where <i>N</i> represents the number of participating clients.](https://arxiv.org/html/2601.04648v1/x1.png)
![The study demonstrates that transferring neuron masks-specifically, those identified within a [latex]LLaMA2-7B-Base[/latex] model-directly to its [latex]LLaMA2-7B-Chat[/latex] counterpart yields measurable performance on target-language benchmarks-MMLU, C-Eval, and Belebele\_vi-suggesting a shared underlying neural infrastructure despite differing conversational objectives.](https://arxiv.org/html/2601.04664v1/x4.png)
![Cost-weighted loss is shown to vary with the escalation threshold when using calibrated probabilities, with the decision-aware threshold of 0.0909 derived from an asymmetric cost structure where the cost of a false negative ([latex]C_{FN}=10[/latex]) is ten times greater than the cost of a false positive ([latex]C_{FP}=1[/latex]).](https://arxiv.org/html/2601.04486v1/cost_vs_threshold_rf.png)