One word is enough for both agentic operation and latent reasoning unit

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• One word is enough for both agentic and latent visual reasoning.claim0.898
  The paper's thesis from the title.
• ATLAS combines the strengths of agentic and latent reasoning by using a single discrete word (functional token) that serves both roles.claim0.774
  Core claim of the paper: a unified token bridges the gaps.
• latent reasoningconcept0.770
  Reasoning approach using learnable hidden embeddings.
• Recent alternatives include agentic reasoning through code or tool calls, and latent reasoning with learnable hidden embeddings.claim0.765
  Statement of existing alternatives to direct generation.
• whether many (maybe even all) useful organisations of information and behaviour in a dynamic language might be constructed from a single primitive operation: n-way associative lookupquestion0.756
  The central research question explored, by way of examples, throughout the paper.
• ATLAS: Agentic or Latent Visual Reasoningframework0.752
  Core framework proposing discrete functional tokens as a unified solution for visual reasoning in VLMs, bridging agentic and latent approaches.
• agentic reasoningconcept0.744
  Reasoning approach using code or tool calls executed by an agent.
• Agentic methods incur context-switching latency from external execution.claim0.741
  Identifies a key limitation of agentic methods.