Author

Saitejreddy Jonnalagadda

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Recent research

  • AI & ComputingOpen access

    MARL-SI: Mirror Agent Recursive Learning with Convergence-Guaranteed Self-Improvement

    Self-improving agent architectures represent a promising paradigm for autonomous capability development. However, deploying these systems in regulated or high-stakes environments requires guarantees of safety, traceability, and stability. This paper introduces MARL-SI (Mirror Age...

    Zenodo (CERN European Organization for Nuclear Research)2026-08-150 citationsDOI
  • AI & ComputingOpen access

    MARL-SI: Mirror Agent Recursive Learning with Convergence-Guaranteed Self-Improvement

    Self-improving agent architectures represent a promising paradigm for autonomous capability development. However, deploying these systems in regulated or high-stakes environments requires guarantees of safety, traceability, and stability. This paper introduces MARL-SI (Mirror Age...

    Zenodo (CERN European Organization for Nuclear Research)2026-08-150 citationsDOI