3 papers
cs.LG2026
LASER: Low-Rank Activation SVD for Efficient Recursion
Ege Çakar, Ketan Ali Raghu, Lia Zheng
Recursive architectures such as Tiny Recursive Models (TRMs) perform implicit reasoning through iterative latent computation, yet the geometric structure of these reasoning traject…
cs.AI2026
Boule or Baguette? A Study on Task Topology, Length Generalization, and the Benefit of Reasoning Traces
William L. Tong, Ege Cakar, Cengiz Pehlevan
Recent years have witnessed meteoric progress in reasoning models: neural networks that generate intermediate reasoning traces (RTs) before producing a final output. Despite the ra…
cs.LG2025
The Argument is the Explanation: Structured Argumentation for Trust in Agents
Ege Cakar, Per Ola Kristensson
Humans are black boxes -- we cannot observe their neural processes, yet society functions by evaluating verifiable arguments. AI explainability should follow this principle: stakeh…