~/talk

Automated Playing of Survival Video Games with Commonsense Reasoning (short paper)

Talkat PADL 2025 · 2025-01-20..01-21· [machine-learning, large-language-models]
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An agent for Don't Starve converts in-game Lua JSON into predicate facts, applies about 22 rules and 8 assumptions encoded in answer set programming, and uses the s(CASP) goal-directed engine with a Lua mod bridge to select actions. Eight runs show survival strategies (gather, craft, cook, run) that reach up to day seven, dying mainly to darkness, starvation, or hostile mobs. The prototype outperforms novice play but lacks long-range memory and optimal resource planning.

AI-written summary · about

  1. 0:00Automated survival game playing
  2. 1:25Common sense reasoning framework
  3. 3:11Don't Starve game mechanics
  4. 5:52Agent world data interpretation
  5. 8:47Rule-based action selection
  6. 10:36Agent survival strategies
  7. 10:58Live demonstration
  8. 15:33Experimental results
  9. 16:17Conclusion and future work
  10. 18:26Q&A
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