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fix: minor theme related updates
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gureckis committed Aug 7, 2024
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- Goals as preferences over state-action histories [Bowling et al., 2023].

---
layout: two-cols-header
layout: two-cols-title
---

:: title ::
# Straining these definitions of goals

::left::
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---
layout: fact
layout: side-title
align: rm-lm
---

## Core idea:
<br>
If we want to develop agents that accomplish diverse tasks across different environments,
:: title ::

## Core idea&nbsp;<mdi-lightbulb />

:: content ::

If we want to develop agents that accomplish diverse tasks across different environments,
we need agents that can propose and pursue rich, complex, and creative goals.
<br>
<br>
<br>

<span class="text-xs">\[Ouedeyer et al., 2007; Colas et al., 2023]</span>

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layout: fact
layout: side-title
align: rm-lm
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## Key takeaway:
<br>
:: title ::

## Key takeaway&nbsp;<mdi-food-takeout-box />

:: content ::

Prevalent non-language approaches facilitate grounding at the expense of other desiderata
<br><br>
Language (and programs) offer benefits at the cost of grounding complexity

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---
# Takeaways
layout: two-cols-title
---

:: left ::
# Takeaways&nbsp;<mdi-food-takeout-box />
<v-clicks depth="2">

- **Takeaway 1:** We need agents that can propose and pursue rich, complex, and creative goals.
- **Takeaway 2:** This requires richer goal representations and developing methods to ground them.
<br><br>

## Questions
</v-clicks>
:: right ::

<v-clicks at="+1">

## Questions <mdi-chat-question />

- Where do goals (and their representations) fall on the agent-environment boundary?
- What important desiderata are we missing?
- How do temporally extended goals play with the Markov assumption?
- Can program-based goals scale to diverse environments?
- What can building agents that propose and pursue rich goals teach us about human goal-setting?


</v-clicks>
</v-clicks>

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