activity
20232026
collaborators

6 papers

cs.LG2026

Transformers Linearly Represent Highly Structured World Models

Roman Kniazev, Nathanaël Fijalkow

Do transformers, when trained on sequential reasoning traces, build internal models of the underlying task? And if so, does the structure of those internal representations mirror t…

cs.AI2026

Computing the Reachability Value of Posterior-Deterministic POMDPs

Nathanaël Fijalkow, Arka Ghosh, Roman Kniazev +2

Partially observable Markov decision processes (POMDPs) are a fundamental model for sequential decision-making under uncertainty. However, many verification and synthesis problems…

cs.LO2025

A categorical and logical framework for iterated protocols

Eric Goubault, Bernardo Hummes Flores, Roman Kniazev +2

In this article, we show that the now classical protocol complex approach to distributed task solvability of Herlihy et al. can be understood in standard categorical terms. First,…

cs.LO2023

Simplicial Models for the Epistemic Logic of Faulty Agents

Eric Goubault, Roman Kniazev, Jeremy Ledent +1

In recent years, several authors have been investigating simplicial models, a model of epistemic logic based on higher-dimensional structures called simplicial complexes. In the or…

cs.LO2023

A many-sorted epistemic logic for chromatic hypergraphs

Eric Goubault, Roman Kniazev, Jérémy Ledent

We propose a many-sorted modal logic for reasoning about knowledge in multi-agent systems. Our logic introduces a clear distinction between participating agents and the environment…

cs.LO2023

Semi-simplicial Set Models for Distributed Knowledge

Eric Goubault, Roman Kniazev, Jérémy Ledent +1

In recent years, a new class of models for multi-agent epistemic logic has emerged, based on simplicial complexes. Since then, many variants of these simplicial models have been in…