Author

Kamer Ali Yüksel

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Preprint Oct 2026

VeriEvolve: Evaluator-First Evolution for Tool-Using Agents

A central obstacle to self-improving agents is the absence of a reliable fitness signal for realistic stateful tasks. We introduce \textsc{VeriEvolve}, an evaluator-first evolution framework that constructs this missing evaluation layer before optimizing the agent. From task instruction, VeriEvolve synthesizes instruct...

Yue-Shen Li, K. Yüksel, Gokhan Tur et al. · 0 citations

Preprint Aug 2026

ARCHead: Activation-Metric Residual Correction for Large Language Model Output Heads

ARCHead is presented, a packed LM-head compressor that combines a quantized low-rank core, group-wise INT4 residuals, and a low-rank correction fitted in an activation-derived metric to complements block quantizers by compressing the large output projection they can leave untouched.

Suayp Talha Kocabay, Talha Rüzgar Akkus, Kamer Ali Yüksel · 1 citation