Semantic Video Entity Linking. - Tim Grams; Honglin Li; Bo Tong; Ali Shaban; Tobias Weller (ESWC (Satellite Events), 2022)

Dynamic Interval Restrictions on Action Spaces in Deep Reinforcement Learning for Obstacle Avoidance. - Tim Grams (CoRR, 2023)

RAISE the Bar: Restriction of Action Spaces for Improved Social Welfare and Equity in Traffic Management. - Michael Oesterle; Tim Grams; Christian Bartelt; Heiner Stuckenschmidt (AAMAS, 2024)

DRAMA at the PettingZoo: Dynamically Restricted Action Spaces for Multi-Agent Reinforcement Learning Frameworks. - Michael Oesterle; Tim Grams; Christian Bartelt (HICSS, 2024)

SYMPOL: Symbolic Tree-Based On-Policy Reinforcement Learning. - Sascha Marton; Tim Grams; Florian Vogt; Stefan Lüdtke; Christian Bartelt; Heiner Stuckenschmidt (CoRR, 2024)

Mitigating Information Loss in Tree-Based Reinforcement Learning via Direct Optimization. - Sascha Marton; Tim Grams; Florian Vogt; Stefan Lüdtke; Christian Bartelt; Heiner Stuckenschmidt (ICLR, 2025)

Disentangling Exploration of Large Language Models by Optimal Exploitation. - Tim Grams; Patrick Betz; Christian Bartelt (CoRR, 2025)