Definition
Trajectory analysis studies the full sequence of an agent’s states, actions, and observations on a task, looking for patterns that explain success or failure. It’s how you actually figure out why your agent is bad at long-horizon problems.
Episodes covering this
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Papers we haven't done a deep dive on yet, but would recommend on this topic.
- LASER: LLM Agent with State-Space Exploration for Web Navigation
- Measuring Faithfulness in Chain-of-Thought Reasoning
- Agent Workflow Memory
- Reflexion: Language Agents with Verbal Reinforcement Learning
- Trial and Error: Exploration-Based Trajectory Optimization for LLM Agents
- Chain of Thought Empowers Transparent Reasoning for Large Language Models on Decision Tasks
- Android in the Wild: A Large-Scale Dataset for Android Device Control