papers

Publications (5)

cs.HC2026

Participatory AI: A Scandinavian Approach to Human-Centered AI

Niklas Elmqvist, Eve Hoggan, Hans-Jörg Schulz +45

AI's transformative impact on work, education, and everyday life makes it as much a political artifact as a technological one. Current AI models are opaque, centralized, and overly…

cs.CL2025

Fleet of Agents: Coordinated Problem Solving with Large Language Models

Lars Klein, Nearchos Potamitis, Roland Aydin +3

While numerous frameworks have been developed to enhance the reasoning abilities of large language models (LLMs), there is a scarcity of methods that effectively balance the trade-…

cs.CL2025

Are Retrials All You Need? Enhancing Large Language Model Reasoning Without Verbalized Feedback

Nearchos Potamitis, Akhil Arora

Recent advancements in large language models (LLMs) have catalyzed the development of general-purpose autonomous agents, demonstrating remarkable performance in complex reasoning t…

cs.LG2026

Atomix: Timely, Transactional Tool Use for Reliable Agentic Workflows

Bardia Mohammadi, Nearchos Potamitis, Lars Klein +2

LLM agents execute multi-step workflows that mutate external state through tools. Common orchestrators treat tool return as the settlement trigger, so faults, speculation, and conc…

cs.AI2026

ReasonBENCH: Benchmarking the (In)Stability of LLM Reasoning

Nearchos Potamitis, Vansh Ramani, Har Ashish Arora +3

Benchmark scores for LLM reasoning systems are reported as single numbers, yet the same model, strategy, and task can produce meaningfully different answers and costs across repeat…