From the 1 of 5 linked papers with an AI index.
5 papers
Agent-Alternation-Free Epistemic Metric Temporal Logic with Past: Model Checking and Complexity
Benedikt Bollig, Matthias Függer, Thomas Nowak +1
The paper studies model checking for an agent‑alternation‑free fragment of epistemic metric temporal logic with past, showing that the problem is EXPSPACE‑complete by combining tem…
Promoting Simple Agents: Ensemble Methods for Event-Log Prediction
Benedikt Bollig, Matthias Függer, Thomas Nowak +1
We compare lightweight automata-based models (n-grams) with neural architectures (LSTM, Transformer) for next-activity prediction in streaming event logs. Experiments on synthetic…
Asymptotic Subspace Consensus in Dynamic Networks
Matthias Függer, Thomas Nowak
We introduce the problem of asymptotic subspace consensus, which requires the outputs of processes to converge onto a common subspace while remaining inside the convex hull of init…
Centralized Permutation Equivariant Policy for Cooperative Multi-Agent Reinforcement Learning
Zhuofan Xu, Benedikt Bollig, Matthias Függer +2
The Centralized Training with Decentralized Execution (CTDE) paradigm has gained significant attention in multi-agent reinforcement learning (MARL) and is the foundation of many re…
A Framework for Streaming Event-Log Prediction in Business Processes
Benedikt Bollig, Matthias Függer, Thomas Nowak
We present a Python-based framework for event-log prediction in streaming mode, enabling predictions while data is being generated by a business process. The framework allows for e…