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manta

Weight steganography research platform. A workspace for studying covert information channels in neural network weights and the defenses against them.

Public site is intentionally minimal

Detailed methodology, empirical results, operator-facing tradecraft, and source code are part of an in-progress academic submission and a private research repository. They are withheld from this public site until the corresponding paper is publicly released.

For coordinated-disclosure inquiries, contact the project maintainers through the repository.

Scope

manta is an academic research codebase focused on:

  • Characterising the steganographic capacity of neural network weights.
  • Building and evaluating detectors for weight-level covert channels.
  • Studying the supply-chain implications for distributed model artifacts.

The work is conducted with explicit defensive intent. All offensive material is gated behind embargo, with a focus on giving defenders detection capability rather than enabling abuse.

Status

Active research. Public materials will expand once the associated paper clears peer review.

See the Changelog and Roadmap for general project framing.