ICM 2026 Invited Section Lecture - Urmila Mahadev

ICM 2026 Invited Section Lecture - Urmila Mahadev

🎙 Urmila Mahadev 👥 61K 📅 October 5, 2026 ⏱ 44 min 👁 228 📄 science communication 🧭 2026-10-16
Available in: English (current) Français

Keywords

quantum computinglearning with errorscryptographyclassical verificationquantum device

Summary

This invited lecture by Urmila Mahadev at ICM 2026 explores the connection between the learning with errors (LWE) problem and quantum computation. The talk begins by introducing fundamental concepts of quantum information, such as qubits, superpositions, and measurement, and explains the difficulty of extracting classical information from quantum states. Mahadev then defines the challenge of classical verification of quantum devices, where an efficient classical verifier must confirm the correct execution of quantum computations by an untrusted quantum prover. To solve this, she proposes using cryptography, specifically post-quantum assumptions, to give the verifier leverage over the prover. The core of the talk presents LWE as a leading post-quantum assumption with the necessary structure to construct ’encrypted quantum states’ that the prover can generate but cannot understand. This enables a protocol where the verifier, holding a trapdoor, can fully characterize the prover’s quantum state and thus verify its behavior. Mahadev details how LWE’s structure allows for homomorphic encryption and underlies a test distinguishing quantum from classical machines, assuming the hardness of LWE. The lecture highlights LWE’s dual properties: resistance to quantum algorithms yet sufficient structure for uniquely quantum functionality.

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Critical Evaluation

Value of the Information & Strength of the Argument

The talk delivers high-value information by clearly explaining a subtle and advanced topic in quantum computing. The argumentation is logically sound: it builds from basic quantum mechanics to the cryptographic framework, then to the specific LWE-based construction. Mahadev carefully motivates each step, highlighting the inherent difficulties and how they are overcome. She effectively uses analogies, such as the impossibility of efficiently describing quantum states classically, and provides a concrete example (randomness generation) to illustrate the challenges. The reasoning is rigorous and accessible to a mathematically mature audience, and the transitions between concepts are smooth. The central claim—that LWE’s structure enables classical control—is convincingly supported by the outlined protocol, though detailed proofs are omitted in line with the lecture format.

Scientific Rigor, Source Quality, Title Accuracy

The scientific content is rigorous and aligns with current research in quantum cryptography. Mahadev accurately references foundational works, including Shor’s factoring algorithm and Gentry’s homomorphic encryption, and correctly situates LWE as a leading post-quantum assumption. The exposition is consistent with peer-reviewed literature. The title accurately reflects the talk’s scope and content. No external sources are provided in the description, but the talk itself references key results and concepts. The reasoning is carefully constructed with appropriate caveats (e.g., the unproven belief that quantum computers exceed classical ones). No attempt is made to overstate results, and the contribution is presented as a proof-of-concept rather than a practical implementation.

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Title / Content Match

The title perfectly matches the content, which focuses on using the learning with errors problem to classically control and verify a quantum system.

Quality & Reliability

9/10

The talk is presented by Urmila Mahadev, a leading researcher in quantum computation and cryptography. The content is mathematically rigorous, well-structured, and accurately reflects established results in the field. Technical details are explained clearly without oversimplification, and the exposition adheres to current scientific consensus.

Key Moments

Cited Sources

Contribution & Novelties

The talk presents a novel approach to classical verification of quantum computations based on the LWE assumption. It explains how LWE’s structure enables the construction of ’encrypted quantum states’, which the prover can generate but not interpret, granting the classical verifier knowledge of the quantum state and thus control. This is a significant theoretical contribution, as it shows that classical devices can verify quantum behavior under standard cryptographic assumptions, addressing a fundamental challenge in quantum computing.

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Radar Profile

The radar profile shows high scores in all dimensions, with particularly strong performance in technical depth and reliability. The moderate score for information quantity reflects the focused scope, while the near-perfect quality and rigor indicate a highly trustworthy and well-delivered scientific lecture.

Reliability 9/10