activity
20132026
most citedIntelligent problem-solving as integrated hierarchical reinforcement learning

93 citations · 130 across the 19 of their papers we have counts for

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8 papers · 1 filter

cs.AI2025

Investigating Pedagogical Teacher and Student LLM Agents: Genetic Adaptation Meets Retrieval Augmented Generation Across Learning Style

Debdeep Sanyal, Agniva Maiti, Umakanta Maharana +4

Effective teaching requires adapting instructional strategies to accommodate the diverse cognitive and behavioral profiles of students, a persistent challenge in education and teac…

cs.AI2022★ 93 cited

Intelligent problem-solving as integrated hierarchical reinforcement learning

Manfred Eppe, Christian Gumbsch, Matthias Kerzel +3

According to cognitive psychology and related disciplines, the development of complex problem-solving behaviour in biological agents depends on hierarchical cognitive mechanisms. H…

cs.AI2021★ 5 cited

Intelligent behavior depends on the ecological niche: Scaling up AI to human-like intelligence in socio-cultural environments

Manfred Eppe, Pierre-Yves Oudeyer

This paper outlines a perspective on the future of AI, discussing directions for machines models of human-like intelligence. We explain how developmental and evolutionary theories…

cs.AI2020★ 5 cited

Hierarchical principles of embodied reinforcement learning: A review

Manfred Eppe, Christian Gumbsch, Matthias Kerzel +3

Cognitive Psychology and related disciplines have identified several critical mechanisms that enable intelligent biological agents to learn to solve complex problems. There exists…

cs.AI2016

Exploiting Deep Semantics and Compositionality of Natural Language for Human-Robot-Interaction

Manfred Eppe, Sean Trott, Jerome Feldman

We develop a natural language interface for human robot interaction that implements reasoning about deep semantics in natural language. To realize the required deep analysis, we em…

cs.AI2014

Tractable Epistemic Reasoning with Functional Fluents, Static Causal Laws and Postdiction

Manfred Eppe

We present an epistemic action theory for tractable epistemic reasoning as an extension to the h-approximation (HPX) theory. In contrast to existing tractable approaches, the theor…