1 citations · 1 across the 3 of their papers we have counts for
4 papers · 1 filter
Collective Regimes in Multi-Agent LLMs under Reasoning Effort and Communication Topology
Machiko Hirota, Akshara Nadayanur Sathis Kanna, Ujwal Kumar +1
Multi-agent LLM systems are increasingly used for deliberation and evaluation, often under the assumption that greater peer interaction leads to more reliable consensus. Existing w…
Constitutional Arms Races in the Public Goods Game: Co-Evolving LLM Constitutions Under Cooperation-Defection Pressure
Ujwal Kumar, Arth Singh, Hershraj Niranjani +5
Frontier LLM agents engage in blackmail, sabotage, and document leaks under goal conflicts in agentic settings, exposing limitations of alignment methods built around single-agent…
Internal vs. External: Comparing Deliberation and Evolution for Multi-Agent Constitutional Design
Hershraj Niranjani, Ujwal Kumar, Phan Xuan Tan
Multi-agent AI systems need behavioral constitutions, but it is unresolved whether such rules should emerge internally through agent self-governance or be discovered externally thr…
Evolving Interpretable Constitutions for Multi-Agent Coordination
Ujwal Kumar, Alice Saito, Hershraj Niranjani +2
Constitutional AI has focused on single-model alignment using fixed principles. However, multi-agent systems create novel alignment challenges through emergent social dynamics. We…