6 papers
Hall's universal group does not have finite big Ramsey degrees
Dragan MaÅ¡uloviÄ, Dragan Mašulović, Veljko ToljiÄ +1
In this paper we show that the Hall's universal group does not have finite big Ramsey degrees. Our strategy consists of piggybacking on the recent result of Hubička, Konečný, Todor…
A New Proof of the NeÅ¡etÅil-Rödl Theorem
Dragan Masulovic
In this paper we give a new proof of the NeÅ¡etÅil-Rödl Theorem, a deep result of discrete mathematics which is one of the cornerstones of the structural Ramsey theory. In contra…
Fraïssé's Conjecture and big Ramsey degrees of structures admitting finite monomorphic decomposition
Dragan MaÅ¡uloviÄ, Veljko ToljiÄ
In this paper we show that a countable structure admitting a finite monomorphic decomposition has finite big Ramsey degrees if and only if so does every monomorphic part in its min…
Coalgebras for categorical deep learning: Representability and universal approximation
Dragan MaÅ¡uloviÄ
Categorical deep learning (CDL) has recently emerged as a framework that leverages category theory to unify diverse neural architectures. While geometric deep learning (GDL) is gro…
Ramsey degrees: big v. small
Dragan MaÅ¡uloviÄ
In this paper we investigate algebraic properties of big Ramsey degrees in categories satisfying some mild conditions. As the first nontrivial consequence of the generalization we…
The Challenge of Teaching Reasoning to LLMs Without RL or Distillation
Wei Du, Branislav Kisacanin, George Armstrong +22
Reasoning-capable language models achieve state-of-the-art performance in diverse complex tasks by generating long, explicit Chain-of-Thought (CoT) traces. While recent works show…