50 citations · 121 across the 16 of their papers we have counts for
4 papers · 1 filter
The Life Cycle of a Massive Activation: Stochastic Birth, Weight-Decay-Driven Growth, and Competitive Consolidation
S. Aaron McClendon, Jorge Gallego-Feliciano, Antonios Saravanos
Massive activations, residual-stream coordinates with magnitudes far larger than typical activations, are associated with attention sinks in transformers, but how their scale is re…
Global drivers and barriers to the public acceptance of autonomous vehicles: Evidence from 17 countries
Antonios Saravanos
This study investigated the public acceptance of Society of Automotive Engineers Level 3 conditionally automated cars, which can self-drive under certain specified conditions but r…
Three Roles, One Model: Role Orchestration at Inference Time to Close the Performance Gap Between Small and Large Agents
S. Aaron McClendon, Jorge Gallego-Feliciano, Stavros Zervoudakis +1
Large language model (LLM) agents show promise on realistic tool-use tasks, but deploying capable agents on modest hardware remains challenging. We study whether inference-time sca…
The Opaque Pointer Design Pattern in Python: Towards a Pythonic PIMPL for Modularity, Encapsulation, and Stability
Antonios Saravanos, John Pazarzis, Stavros Zervoudakis +1
Python libraries often need to maintain a stable public API even as internal implementations evolve, gain new backends, or depend on heavy optional libraries. In Python, where inte…