Martin Engelcke
martinengelcke.bsky.social
Martin Engelcke
@martinengelcke.bsky.social
Senior Research Scientist at Google DeepMind. Views my own.
Congratulations!! :)
November 13, 2025 at 2:24 PM
Take a look at Andrew's thread or the paper for more details! 6/6
September 29, 2025 at 11:02 AM
We suggest that retrieving relevant experiences from an episodic memory during training and testing could be a potential part of the solution for overcoming these limitations, and we show that this leads to better generalisation on the benchmarks above. 5/
September 29, 2025 at 11:02 AM
That is, even when the model has all the necessary "pieces" of knowledge for solving a task. 4/
September 29, 2025 at 11:02 AM
In contrast, we show on several benchmarks (codebook translation, simple reversals, semantic structures, and gridworld navigation) that parametric models often fail to apply information they have encountered before during training to new tasks. 3/
September 29, 2025 at 11:02 AM
Tolman conducted experiments showing that rats are able to navigate to food and water in a maze more quickly if they have seen the maze before, even if they were previously not motivated to seek out food and water. 2/
September 29, 2025 at 11:02 AM