The Geometry of Truth: Layer-wise Semantic Dynamics for Hallucination Detection in Large Language Models

Q: Who is Amir Hameed Mir?

Amir Hameed Mir is a researcher and entrepreneur focused on decentralized identity, privacy-preserving systems, and cryptographic protocols. He is the Founder of Sirraya Labs and Chair of the W3C UDNA Community Group.

Q: What is Amir Hameed Mir's research focus?

Amir's research focuses on decentralized identity architectures, cryptographic systems, zero-knowledge proofs, privacy-preserving infrastructure, and standards for interoperability in identity ecosystems.

Q: What organizations has Amir Hameed Mir founded?

Amir founded Sirraya Labs, a research organization focused on decentralized identity, and Amsaa, a technology venture building innovative products.

Q: What is Amir Hameed Mir's role at W3C?

Amir serves as Chair of the UDNA Community Group at W3C, contributing to standards development for decentralized identity and interoperability frameworks.

Q: Where is Amir Hameed Mir based?

Amir is based in Anantnag, India, and is open to research collaborations in decentralized identity and cryptographic systems.

Q: What is Amir Hameed Mir's publication on arXiv?

Amir's publication 'The Geometry of Truth: Layer-wise Semantic Dynamics for Hallucination Detection in Large Language Models' (arXiv:2510.04933) explores novel approaches to understanding semantic dynamics in LLMs.

Amir Hameed Mir

doi:10.48550/arXiv.2510.04933

Amir Hameed Mir

Researcher in Decentralized Identity & Cryptographic Systems

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