20 papers
Explainable Belief Harmonization under Dynamic Epistemic Partitions
Adam Kostka, JarosÅaw A. Chudziak
Existing approaches to multi-agent belief combination have established mature foundations for combining uncertain beliefs under common assumptions: consensus methods use iterative…
CAF-Gen: A Multi-Agent System for Enriching Argumentation Structures
Jakub BÄ ba, JarosÅaw A. Chudziak
Formalizing complex reasoning from natural text is one of the central challenges in computational linguistics. It requires systems to understand not just keywords but also the cont…
Consensus is Strategically Insufficient: Reasoning-Trace Disagreement as a Knowledge-Representation Signal
MichaÅ Wawer, JarosÅaw A. Chudziak
Multi-agent systems are commonly designed to reduce disagreement through voting, consensus protocols, debate, or fault-tolerant aggregation. We argue that this objective is insuffi…
Rashomon Memory: Towards Argumentation-Driven Retrieval for Multi-Perspective Agent Memory
Albert Sadowski, JarosÅaw A. Chudziak
AI agents operating over extended time horizons accumulate experiences that serve multiple concurrent goals, and must often maintain conflicting interpretations of the same events.…
Choosing the Lens: Strategic Perspective Activation in Context-Dependent Argumentation
Albert Sadowski, JarosÅaw A. Chudziak
The same arguments often need to be evaluated under different external regimes. An agent with influence over the regime has a strategic lever that standard formalisms do not direct…
Who Decides What Is Harmful? Content Moderation Policy Through A Multi-Agent Personalised Inference Framework
Ewelina Gajewska, Michal Wawer, Katarzyna Budzynska +1
The increasing scale and complexity of online platforms raises critical policy questions around harmful content, digital well-being, and user autonomy. Traditional content moderati…