“The article summarizes announcements from I-D Announce and IETF Announce, indicating a focus on standardization efforts within the IETF.”

“DMSAEs run an iterative distillation cycle: train a Matryoshka SAE with a shared core, use gradient X activation to measure each feature's contribution to next-token loss in the most nested reconstruction, and keep only the smallest subset that explains a fixed fraction of the attribution.”

“RedunCut reduces compute cost by 14-62% at fixed accuracy and remains robust to limited historical data and to drift.”

“The paper finds that the minimum setup of these 2HDMs has been excluded by current data for four lepton searches at LHC. However, introducing vector-like fermions can avoid these constraints.”

“We are currently focused on building simulation engines for observing behavior in multi agent scenarios.”

“The system covers 17 behavior classes, including multiple phone-use modes, eating/drinking, smoking, reaching behind, gaze/attention shifts, passenger interaction, grooming, control-panel interaction, yawning, and eyes-closed sleep.”

“The results also indicate a sizeable increment ($\sim 100\%$) over the corresponding form factors in 2HDMs. In addition, we probe the $H_{1,2}^+ W^- Z$ vertices at the 14 TeV LHC using vector boson fusion (VBF).”

“”