EPISODE · May 27, 2026 · 1 MIN
EP210: Lifting Traces to Logic
from Learning GenAI via SOTA Papers - Video · host Yun Wu
Title: Lifting Traces to Logic: Programmatic Skill Induction with Neuro-Symbolic Learning for Long-Horizon Agentic TasksSource: http://arxiv.org/abs/2605.01293v1Summary:Proposes a neuro-symbolic framework that lifts interaction traces into modular, logic-grounded programs to solve long-horizon planning challenges. This paradigm enables agents to induce skills from few-shot examples and adapt to dynamic environments by discovering the underlying logic of actions.
What this episode covers
Title: Lifting Traces to Logic: Programmatic Skill Induction with Neuro-Symbolic Learning for Long-Horizon Agentic TasksSource: http://arxiv.org/abs/2605.01293v1Summary:Proposes a neuro-symbolic framework that lifts interaction traces into modular, logic-grounded programs to solve long-horizon planning challenges. This paradigm enables agents to induce skills from few-shot examples and adapt to dynamic environments by discovering the underlying logic of actions.
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EP210: Lifting Traces to Logic
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