concept

randomness

The lack of pattern or predictability in events, essential for secure cryptographic applications.
31 related articles

Description

Randomness, in the context of physics and information theory, refers to the absence of predictable patterns in a sequence of events or data. True randomness is a fundamental property of quantum mechanics, where measurement outcomes are inherently probabilistic, unlike classical deterministic processes. This intrinsic randomness is a valuable resource for cryptography, as it ensures that encryption keys cannot be predicted by an adversary. Quantum random number generators (QRNGs) exploit this property to produce bits that are provably unpredictable, offering a higher level of security than classical pseudo-random number generators.

History

The concept of quantum randomness was formalized in the 1920s with the development of quantum mechanics, particularly through the Copenhagen interpretation. The first practical quantum random number generator was demonstrated in the late 1990s, and the field has since grown with advances in photonics and integrated circuits.

How it works

Quantum randomness arises from the collapse of the wavefunction upon measurement. For example, a photon impinging on a beam splitter has a 50% chance of being transmitted or reflected; each outcome is fundamentally random and cannot be predicted, even with perfect knowledge of the initial state. A QRNG typically uses such a process, converting the detection of photons into a stream of bits. To ensure the output is truly random, the raw data is often processed through a randomness extractor, which removes any biases or correlations introduced by the measurement apparatus.

In practice

Quantum random number generators are used in secure communications, cryptographic key distribution, and in scientific simulations that require high-quality randomness, such as Monte Carlo methods.

Fun fact

The randomness of quantum measurements is so fundamental that it has been proposed as a test of the 'free will' of particles, and it underpins the security of quantum key distribution, where any attempt to eavesdrop inevitably introduces detectable disturbances.

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Related articles · 31

Quantum Physics2026-08-111 minarXiv:2608.10663express
Quantum Bridge Between Nodes
An ordinary random network is like a road map: to connect four cities with a complex interchange, you need to lay down many highways. In the quantum world, things are different.
Quantum Physics2026-08-061 minarXiv:2608.05753express
Why Redundant Records Generate Work
In the quantum world, a fact becomes objective when its value is imprinted on many independent fragments of the environment, like a notice posted on hundreds of bulletin boards across the city. Each copy alone adds no new information, but it changes the rules of the game for anyone trying to erase that information.
Quantum Physics2026-08-042 minarXiv:2608.03944express
Quantum Protection vs. Classical Memory
A quantum computer is like a fragile snowflake resting on a warm palm. The slightest breath of heat or a gentle vibration, and it turns into a droplet. To keep the snowflake alive, you constantly adjust it, restoring its original shape. That's quantum error correction.
Cryptography2026-07-141 minarXiv:2607.12742express
How the Cloud Secretly Directs a Drone Swarm Without a Leak
A cloud service dishes out commands to a drone swarm without any knowledge of their movements. The signals are encrypted, but each maneuver leaves a barely visible trace in the cipher, like ink bleeding through paper from the pressure of a pen. Over time, these ink stains coalesce into a pattern, and the hidden data is no longer a secret.
The Boomerang of Time: When the Past Returns in a Quantum Crystal
Crystals fascinate us with their perfect spatial order: atoms frozen at lattice points, like beads on an invisible string. But what if the same symmetry unfolds in time? Time crystals are systems that, without any external cue, start repeating their states cyclically — clocks wound by nature itself. Inside this tireless rhythm, disorder seems to have no place.
Quantum Physics2026-06-041 minarXiv:2606.06316express
Quantum sieve catches one-in-a-million glitches
Picking out a single faulty microchip from a million, without any clue what the fault looks like, is a classic needle-in-a-haystack problem. A classical computer would test each chip one by one.
Quantum Physics2026-05-292 minarXiv:2605.31442express
Quantum Roulette with a Winning Ticket
Imagine a library where instead of books, you have every conceivable combination of a few dozen quantum particles. The number of combinations grows like a snowball: add one particle, and the volume doubles. For fifty particles, there are more shelves than atoms in the visible universe.
Quantum Physics2026-05-221 minarXiv:2605.23862express
Fuzzy Probabilities in a Blurry Spacetime
The quantum world is known for uncertainties: for example, you can't measure a particle's position and its speed at the same time. But new research shows that in a 'fuzzy' spacetime, even probability itself — the measure of chance — loses sharpness. A foggy compass doesn't give an exact direction: its needle wavers.
Quantum Physics2026-05-191 minarXiv:2605.19706express
Quantum Droplets: Precision Unattainable
The quantum world is usually drawn with points, but real instruments only see blurry spots. Heisenberg and von Neumann long suspected: precision is unattainable.
Quantum Physics2026-05-092 minarXiv:2605.09014express
Quantum Ripples in a Particle Stream
Throw a stone into a pond, and ripples spread across the water. Throw two stones nearby, and the ripples intersect, creating a pattern of reinforced and canceled waves. That's interference.
HEP Theory2026-05-022 minarXiv:2605.01453express
Hidden Symmetry: How Particles Negotiate Their Own Rules
In particle physics, it has long been taken for granted that the forces of nature (electromagnetism, the weak and strong interactions) obey a strict symmetry called gauge symmetry. It's like a set of rules by which particles exchange force carriers. But where do the rules themselves come from?
Quantum Physics2026-05-012 minarXiv:2605.00981express
Quantum Triangle with No Buttons
Three people sit in three corners of a room. Each receives a sealed envelope from an invisible courier, but the couriers do not coordinate and have never met. The people open the envelopes and see a note with one word: "yes" or "no." They choose nothing themselves: they just read.
Quantum Physics2026-04-272 minarXiv:2604.24854express
Entanglement in the Crosshairs
Quantum entanglement is like an invisible web that connects particles even when they are far apart. In large systems (say, a piece of material) this web can either quickly weave through all the atoms or tangle into a knot and stay put. The first case is called quantum chaos, the second localization.
General Relativity2026-04-222 minarXiv:2604.20922express
Black Hole Loses Its Quantum Compass
A bell struck by a hammer hums softer and softer. Its ring fades smoothly, like ripples on water after a stone is tossed in. A black hole behaves much the same way after colliding with another hole: it shudders, and those shudders, gravitational waves, fly off into space, gradually weakening.
Quantum Physics2026-04-011 minarXiv:2604.00741express
Randomness from light: a quantum number generator
A laser that usually produces a steady beam starts to tremble near its threshold, like a string about to sound. This trembling is not a defect but quantum noise: atoms inside the laser emit light randomly, without any external cause.
Optics2026-03-191 minarXiv:2603.18518express
Laser Draws an Invisible Key
A laser beam strikes a gold-and-silver film for just a few nanoseconds — in that time, light travels less than a meter. At the point of impact, the metal boils, splatters, and freezes into a random pattern of tiny particles. Each pattern is as unique as cracks in ice or tree branches.
Quantum Physics2026-03-091 minarXiv:2603.08916express
A Message That Cannot Be Copied
In the quantum world, you cannot create a copy of an unknown particle's state – this was established by William Wootters and Wojciech Zurek in 1982, and Charles Bennett turned this prohibition into a data protection tool.
Quantum Physics2026-02-282 minarXiv:2603.00401express
Randomness Without Trust
A coin toss seems random, but in reality, physics decides everything: the force of the throw, air resistance, the surface's elasticity. If you knew all the details, you could predict the outcome. True randomness lives deeper — in the quantum world.
Quantum Physics2026-02-061 minarXiv:2602.06362express
Random Numbers from Quantum Noise
A tossed coin is the simplest source of randomness. But if the coin is shaved, it starts cheating. In the quantum world, light plays the role of the coin: its properties are fundamentally unpredictable. The catch is that the device that “flips” the quantum coin might be faulty or even swapped by an adversary.
Quantum Physics2026-02-051 minarXiv:2602.05206express
Quantum Key Shielded from Blind Spots
Optical fiber transmits light, but along the way it jitters and dims. To ensure that two parties at opposite ends of the line get the same set of random numbers for encryption, the receiver uses a digital corrector, like noise-canceling headphones that subtract the street hum but sometimes also eat the quiet notes of the music.
Quantum Physics2026-02-021 minarXiv:2602.02663express
How Observation Changes Chaos
The quantum world is full of surprises: even simply observing a particle changes its behavior. In a new study, physicists showed that continuously measuring energy can make quantum chaos more pronounced. They used a quantity that indicates how long a quantum state remains similar to itself under repeated measurements.
Quantum Physics2026-01-211 minarXiv:2601.15263express
Why Superluminal Signals Tangle Time
According to the laws of physics, nothing can outrun light, otherwise for some observers the effect would occur before the cause. Artur Ekert and Andrzej Dragan showed that this situation creates an uncertainty resembling quantum indeterminacy.
Mesoscale2026-01-192 minarXiv:2601.13229express
Magnetic Disks Instead of Microchips
On a table lies a handful of round magnets. As long as no one touches them, they lie in disarray. But send a short current pulse through them, and each disk flips: the north pole swaps with the south. Neighboring disks push each other with their fields, like people in a crowded queue, and the whole handful arranges into a pattern that depends on which way the magnetic wind blew and how warm it is around.
Quantum Physics2026-01-122 minarXiv:2601.07678express
Photons Entangled in Time
A light pulse can be sliced into short time bins, like a train into carriages. If two photons are born together and their carriages are tightly linked, the arrival of one in a specific bin guarantees that the other arrives in the paired bin, this connection is called time-bin entanglement.
Quantum Physics2025-11-191 minarXiv:2511.15576express
Quantum Magic: Nonlocal and Everlasting
A quantum computer is like an exquisite dish. There are recipes for ordinary kitchens, but special quantum states are secret ingredients that turn the dish into a masterpiece. One of them is 'magic'. The term was coined by John Preskill in 2018.
Quantum Physics2025-11-131 minarXiv:2511.10155express
Quantum Particles: When Moving Backward Becomes Reality
A quantum particle quantum particle can exhibit backward motion even if its overall direction is forward. Imagine a river: the main current rushes toward the mouth, but individual currents suddenly swirl and momentarily dart against the flow, creating local disorder.
Quantum Physics2025-11-051 minarXiv:2511.03686express
Quantum Filter: From Dirty Bits to Crystal-Clear Randomness
Modern encryption is unthinkable without truly random numbers. But a standard source can be unreliable or even deliberately corrupted. The solution came from experimenters who built a 98-ion quantum processor: it works like a high-speed filter, turning a 'dirty' signal into one that's crystal-clear and unpredictable.
Quantum Conductor: Entangled Photons Take the Concert Stage
In September 2024, the concert hall in Linz had more than just an orchestra on stage. Next to the musicians, a setup was generating pairs of entangled photons: a laser with a wavelength of 405 nm passed through a nonlinear crystal and split into two photons at 810 nm, which flew off to two measurement stations, Alice and Bob.
Orchestra Without a Conductor: Quantum Order Beyond Time
In an empty concert hall, two musicians play a single part. First the violin, then the cello, or the other way around. It has always been this way: every note has its place in time, its own "earlier" and "later." But what if an orchestra could play both versions at once, in a quantum superposition of two orders?
Death and Rebirth of Quantum Echo: A Hierarchy of Temporal Correlations in a Qubit
Strike a gong and the sound fades in layers: the low hum lingers longer, the high overtones vanish first, leaving silence behind. So too a qubit, living its quantum life, leaves not one but three echoes of its own past.
Quantum Boomerang: Fugue in a Detuned Orchestra
Quantum walking is not a series of random steps, but a musical score where the piano of space sounds under the conductor's baton of the internal state. The coin sets the tone. Until now, it was believed that detuned keys (phase disorder) mute any melody, leading to Anderson localization — a ringing silence.