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Lucas Lehnert

10 papers hereh-index 11496 citations22 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author6
  • middle author3
  • last author1

Across the 10 of 10 papers where every author was matched, so the position is known.

fields
  • cs.LG7
  • cs.AI3

identity via Semantic Scholar / OpenAlex

activity
20152026
most citedAdvantages and Limitations of using Successor Features for Transfer in Reinforcement Learning

40 citations · 81 across the 10 of their papers we have counts for

collaborators
Showing 2023Show all

2 papers · 1 filter

cs.LG2023★ 1 cited

Maximum State Entropy Exploration using Predecessor and Successor Representations

Arnav Kumar Jain, Lucas Lehnert, Irina Rish +1

Animals have a developed ability to explore that aids them in important tasks such as locating food, exploring for shelter, and finding misplaced items. These exploration skills ne…

cs.LG2023★ 1 cited

IQL-TD-MPC: Implicit Q-Learning for Hierarchical Model Predictive Control

Rohan Chitnis, Yingchen Xu, Bobak Hashemi +4

Model-based reinforcement learning (RL) has shown great promise due to its sample efficiency, but still struggles with long-horizon sparse-reward tasks, especially in offline setti…

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