2026

• SILVA, E.; BARROS, G. L.; ARROYO, A. N.; RODRIGUES, M. E.; FURTADO, P. H. T.; DOS REIS, J. C. (2026) QUEST: A RAG-based Planning Memory to Augment Task Solving of LLM-based Cognitive Agents. In 14th International Workshop on Engineering Multi-Agent Systems (EMAS 2026) collocated with the 25th International Conference on Autonomous Agents and Multiagent Systems (AAMAS’26), Paphos, Cyprus (to be published)

• FLEXA, R. G.; MOHAMED, A. H.; SANTOS, F.; VILLAS, L. A.; DOS REIS, J. C. (2026) Bridging Reflective and Semantic Memory for Lifelong Learning in LLM-based Agents. In 14th International Workshop on Engineering Multi-Agent Systems (EMAS 2026) collocated with the 25th International Conference on Autonomous Agents and Multiagent Systems (AAMAS’26), Paphos, Cyprus (to be published)

• SILVEIRA, M. E. R.; OLIVERA. R. V. C.; ARROYO, A. N.; SOUZA, A. M. S.; DOS REIS. J. C. (2026) Dissecting Non-Determinism in Large Language Models. Blogpost at the Fourteenth International Conference on Learning Representations (ICLR 2026). Rio de Janeiro, Brazil.

• OLIVERA. R. V. C.; SILVEIRA, M. E. R.; ARROYO, A. N.; SOUZA, A. M. S.; DOS REIS. J. C. (2026) Divide, Conquer, and Standardize - A Recursive Architecture for Multi-Agent Systems (MAS). Blogpost at the Fourteenth International Conference on Learning Representations (ICLR 2026). Rio de Janeiro, Brazil.

2025

• SANTOS, F. A.; VILLAS, L. A.; DOS REIS, J. C. (2025). Memory Approaches for LLM-based Agents: A Comparative Study of In-Context and Episodic Architectures. In the Proceedings of the 1st International Conference on Agentic and Generative Techniques in Intelligent Computational Systems (AGENTICS). Part of the 17th International Joint Conference on Computational Intelligence (IJCCI’25). Marbella, Spain.

• MOHAMED, A. H.; VILLAS, L. A.; DOS REIS, J. C. (2025). Leveraging LLM Reflection to Improve Small Language Model Agents’ Capabilities. In the Proceedings of the 1st International Conference on Agentic and Generative Techniques in Intelligent Computational Systems (AGENTICS). Part of the 17th International Joint Conference on Computational Intelligence (IJCCI’25). Marbella, Spain.

• VEGA CENTENO OLIVERA, R., SANTOS, F., DOS REIS, J., & DE SOUZA, A. (2025). Aprimorando Geração Aumentada por Recuperação via Ajuste Fino Sequencial de Modelos de Linguagem Pequenos. In Anais do XL Simpósio Brasileiro de Bancos de Dados, (pp. 250-263). Porto Alegre: SBC.

• MOHAMED, A., SANTOS, F., & DOS REIS, J. (2025). Enhancing LLM Agent Effectiveness via Reflective Multi-Agent System. In Anais do XIX Workshop-Escola de Sistemas de Agentes, seus Ambientes e Aplicações, (pp. 206-217). Porto Alegre: SBC.

• SILVA, E., SANTOS, F., THOMPSON, P., & DOS REIS, J. (2025). LLM-Powered Conversational Multi-Agent Cognitive System for Collaborative Task Solving. In Anais do XIX Workshop-Escola de Sistemas de Agentes, seus Ambientes e Aplicações, (pp. 59-70). Porto Alegre: SBC.

• OLIVEIRA, R. V. C., DE SOUZA, A. M., & DOS REIS, J. C. (2025). RFG framework: Retrieval-Feedback-Grounded multi-query expansion. In F. Coenen, L. Nolle, D. Aveiro, J. T. Fernández-Breis, E. Masciari, L. Gruenwald, J. Bernardino, & R. Torres (Eds.), Proceedings of the 17th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2025): Volume 1: KDIR (pp. 509–516). Science and Technology Publications. https://doi.org/10.5220/0013836900004000