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October 31 to November 6, 2026 · The weekly view

Photon loss
and error budgets

A new proof says fixed photon loss lets classical computers sample random boson sampling outputs efficiently on average as systems grow, a Kerr cat qubit's bit flip time reached minutes, and a cold shield cut correlated atom loss.

Photon loss and error budgets: Weekly Publications for October 31 to November 6, 2026. Three diagrams. A lossy photon network: any fixed loss rate lets a classical computer sample efficiently, in theory. A log time axis from 1 nanosecond to 1,000 seconds places a Kerr cat qubit's phase flip time of about 113 nanoseconds far from its inferred bit flip time of 448 plus or minus 57 seconds. An atom array behind a 45 kelvin shield, with single-atom decay 30% to 50% lower and avalanche rates 18% to 22% lower.
51% algorithms & software45% hardware & devices44% error correction & verificationSelected research ↓

I went through the work I collected from arXiv’s listings this week and looked for the connections between papers. It is a selected research corpus, not a count of all quantum papers published worldwide. The themes overlap: 51% of the papers concern algorithms or software, 45% hardware or devices, and 44% error correction or verification. One journal experiment, dated by its publisher, appears below.

Three results frame the week.

  1. For random interferometers, any fixed rate of photon loss lets a classical computer sample boson sampling outputs efficiently on average as systems grow, in an asymptotic sense that does not mean today's experiments are easy to simulate.University of Copenhagen, EPFL and Sorbonne Université · Theory
  2. Error control took two different paths: a Kerr cat qubit's inferred bit flip time reached minutes, and a decoder learned correlated errors from published hardware data.Weizmann Institute and QuamCore · Riverlane, using published Google device data · Experiment; simulation and analysis of published hardware data
  3. Neutral atoms and trapped ions worked on the plumbing of scale: colder surroundings and single qubit gates that survive shuttling.JILA, NIST and CU Boulder · National University of Defense Technology · Experiments

Where the research connects

Shares of this week’s reviewed papers

The overlap between this week’s themes

Proportional overlap between three leading research themesAreas, including all seven overlap regions, are approximately proportional to each region’s share of publications. Algorithms and software only: 28%; Hardware and devices only: 18%; Algorithms and hardware, without error correction: 10%; Algorithms and error correction, without hardware: 8%; Hardware and error correction, without algorithms: 12%; All three themes: 5%; Error correction and verification only: 19%. Outside these themes: 0%.Algorithms & software51% of publicationsHardware & devices45% of publicationsError correction & verification44% of publicationsAlgorithms and software only: 28% of publications28%Hardware and devices only: 18% of publications18%Algorithms and hardware, without error correction: 10% of publications10%Algorithms and error correction, without hardware: 8% of publications8%Hardware and error correction, without algorithms: 12% of publications12%All three themes: 5% of publications5%Error correction and verification only: 19% of publications19%
Areas, including the overlaps, are approximately proportional to the theme shares. Labels are rounded percentages of the collected arXiv work. Each region shows only its combination of labels.

Hardware papers, by platform

  • Superconducting38%
  • Photonics20%
  • Cross-platform or unassigned15%
  • Semiconductor & spin14%
  • Trapped ions7%
  • Neutral atoms5%
  • Other hardware1%

Every paper in the hardware & devices theme, counted once under its primary platform, so the shares add up to 100%.

Bars show each platform’s share of the hardware theme, on a common scale from 0 to 40%.

The collected arXiv work gives three overlapping editorial themes: 51% algorithms and software, 45% hardware and devices, and 44% error correction and verification. One paper can belong to more than one theme, so the shares add to more than 100%. These are topic shares, not an assessment of scientific maturity or a comparison with last week. The separately identified journal experiment below is not included in these arXiv charts. The platform chart covers only work tagged hardware and devices. It includes device studies, hardware experiments and control research, not just complete computers. Unassigned work stays unassigned rather than being forced into a technology.

The research footprint

Verified affiliation shares within the resolved subset

A global view of participation

67% coverage. Shares below cover only fully resolved author country sets. Hover, tap, or choose a country or region.

United States29%of the fully resolved subset · 67% coverage
Verified author affiliation shares by country and regionDarker purple means a larger percentage within the fully resolved author country subset, covering 67% of the collected arXiv work. Gray is no verified affiliation in this subset, not an absence of research. A paper may contribute to multiple countries. No comparison with last week.Afghanistan: no verified affiliation in the resolved subset; not an absence of researchAlbania: no verified affiliation in the resolved subset; not an absence of researchAlgeria: no verified affiliation in the resolved subset; not an absence of researchAmerican Samoa: no verified affiliation in the resolved subset; not an absence of researchAndorra: no verified affiliation in the resolved subset; not an absence of researchAngola: no verified affiliation in the resolved subset; not an absence of researchAnguilla: no verified affiliation in the resolved subset; not an absence of researchAntigua and Barb.: no verified affiliation in the resolved subset; not an absence of researchArgentina: no verified affiliation in the resolved subset; not an absence of researchArmenia: no verified affiliation in the resolved subset; not an absence of researchAruba: no verified affiliation in the resolved subset; not an absence of researchAshmore and Cartier Is.: no verified affiliation in the resolved subset; not an absence of researchAustralia: no verified affiliation in the resolved subset; not an absence of researchAustria: 1% of the fully resolved subsetAzerbaijan: no verified affiliation in the resolved subset; not an absence of researchBahamas: no verified affiliation in the resolved subset; not an absence of researchBahrain: no verified affiliation in the resolved subset; not an absence of researchBangladesh: no verified affiliation in the resolved subset; not an absence of researchBarbados: no verified affiliation in the resolved subset; not an absence of researchBelarus: no verified affiliation in the resolved subset; not an absence of researchBelgium: 1% of the fully resolved subsetBelize: no verified affiliation in the resolved subset; not an absence of researchBenin: no verified affiliation in the resolved subset; not an absence of researchBermuda: no verified affiliation in the resolved subset; not an absence of researchBhutan: no verified affiliation in the resolved subset; not an absence of researchBolivia: no verified affiliation in the resolved subset; not an absence of researchBosnia and Herz.: no verified affiliation in the resolved subset; not an absence of researchBotswana: no verified affiliation in the resolved subset; not an absence of researchBr. Indian Ocean Ter.: no verified affiliation in the resolved subset; not an absence of researchBrazil: 3% of the fully resolved subsetBritish Virgin Is.: no verified affiliation in the resolved subset; not an absence of researchBrunei: no verified affiliation in the resolved subset; not an absence of researchBulgaria: no verified affiliation in the resolved subset; not an absence of researchBurkina Faso: no verified affiliation in the resolved subset; not an absence of researchBurundi: no verified affiliation in the resolved subset; not an absence of researchCabo Verde: no verified affiliation in the resolved subset; not an absence of researchCambodia: no verified affiliation in the resolved subset; not an absence of researchCameroon: no verified affiliation in the resolved subset; not an absence of researchCanada: 3% of the fully resolved subsetCayman Is.: no verified affiliation in the resolved subset; not an absence of researchCentral African Rep.: no verified affiliation in the resolved subset; not an absence of researchChad: no verified affiliation in the resolved subset; not an absence of researchChile: no verified affiliation in the resolved subset; not an absence of researchChina: 22% of the fully resolved subsetColombia: no verified affiliation in the resolved subset; not an absence of researchComoros: no verified affiliation in the resolved subset; not an absence of researchCongo: no verified affiliation in the resolved subset; not an absence of researchCook Is.: no verified affiliation in the resolved subset; not an absence of researchCosta Rica: no verified affiliation in the resolved subset; not an absence of researchCroatia: no verified affiliation in the resolved subset; not an absence of researchCuba: no verified affiliation in the resolved subset; not an absence of researchCuraçao: no verified affiliation in the resolved subset; not an absence of researchCyprus: no verified affiliation in the resolved subset; not an absence of researchCzechia: 1% of the fully resolved subsetCôte d'Ivoire: no verified affiliation in the resolved subset; not an absence of researchDem. Rep. Congo: no verified affiliation in the resolved subset; not an absence of researchDenmark: 4% of the fully resolved subsetDjibouti: no verified affiliation in the resolved subset; not an absence of researchDominica: no verified affiliation in the resolved subset; not an absence of researchDominican Rep.: no verified affiliation in the resolved subset; not an absence of researchEcuador: no verified affiliation in the resolved subset; not an absence of researchEgypt: no verified affiliation in the resolved subset; not an absence of researchEl Salvador: no verified affiliation in the resolved subset; not an absence of researchEq. Guinea: no verified affiliation in the resolved subset; not an absence of researchEritrea: no verified affiliation in the resolved subset; not an absence of researchEstonia: no verified affiliation in the resolved subset; not an absence of researchEthiopia: no verified affiliation in the resolved subset; not an absence of researchFaeroe Is.: no verified affiliation in the resolved subset; not an absence of researchFalkland Is.: no verified affiliation in the resolved subset; not an absence of researchFiji: no verified affiliation in the resolved subset; not an absence of researchFinland: 3% of the fully resolved subsetFr. Polynesia: no verified affiliation in the resolved subset; not an absence of researchFr. S. Antarctic Lands: no verified affiliation in the resolved subset; not an absence of researchFrance: 10% of the fully resolved subsetGabon: no verified affiliation in the resolved subset; not an absence of researchGambia: no verified affiliation in the resolved subset; not an absence of researchGeorgia: no verified affiliation in the resolved subset; not an absence of researchGermany: 11% of the fully resolved subsetGhana: no verified affiliation in the resolved subset; not an absence of researchGreece: 2% of the fully resolved subsetGreenland: no verified affiliation in the resolved subset; not an absence of researchGrenada: no verified affiliation in the resolved subset; not an absence of researchGuam: no verified affiliation in the resolved subset; not an absence of researchGuatemala: no verified affiliation in the resolved subset; not an absence of researchGuernsey: no verified affiliation in the resolved subset; not an absence of researchGuinea: no verified affiliation in the resolved subset; not an absence of researchGuinea-Bissau: no verified affiliation in the resolved subset; not an absence of researchGuyana: no verified affiliation in the resolved subset; not an absence of researchHaiti: no verified affiliation in the resolved subset; not an absence of researchHeard I. and McDonald Is.: no verified affiliation in the resolved subset; not an absence of researchHonduras: no verified affiliation in the resolved subset; not an absence of researchHong Kong: 4% of the fully resolved subsetHungary: 2% of the fully resolved subsetIceland: no verified affiliation in the resolved subset; not an absence of researchIndia: 5% of the fully resolved subsetIndian Ocean Ter.: no verified affiliation in the resolved subset; not an absence of researchIndonesia: no verified affiliation in the resolved subset; not an absence of researchIran: 2% of the fully resolved subsetIraq: no verified affiliation in the resolved subset; not an absence of researchIreland: 1% of the fully resolved subsetIsle of Man: no verified affiliation in the resolved subset; not an absence of researchIsrael: 4% of the fully resolved subsetIsrael: 4% of the fully resolved subsetItaly: 5% of the fully resolved subsetJamaica: no verified affiliation in the resolved subset; not an absence of researchJapan: 6% of the fully resolved subsetJersey: no verified affiliation in the resolved subset; not an absence of researchJordan: no verified affiliation in the resolved subset; not an absence of researchKazakhstan: no verified affiliation in the resolved subset; not an absence of researchKenya: no verified affiliation in the resolved subset; not an absence of researchKiribati: no verified affiliation in the resolved subset; not an absence of researchKosovo: no verified affiliation in the resolved subset; not an absence of researchKuwait: no verified affiliation in the resolved subset; not an absence of researchKyrgyzstan: no verified affiliation in the resolved subset; not an absence of researchLaos: no verified affiliation in the resolved subset; not an absence of researchLatvia: no verified affiliation in the resolved subset; not an absence of researchLebanon: no verified affiliation in the resolved subset; not an absence of researchLesotho: no verified affiliation in the resolved subset; not an absence of researchLiberia: no verified affiliation in the resolved subset; not an absence of researchLibya: no verified affiliation in the resolved subset; not an absence of researchLiechtenstein: no verified affiliation in the resolved subset; not an absence of researchLithuania: no verified affiliation in the resolved subset; not an absence of researchLuxembourg: no verified affiliation in the resolved subset; not an absence of researchMacao: 1% of the fully resolved subsetMacedonia: no verified affiliation in the resolved subset; not an absence of researchMadagascar: no verified affiliation in the resolved subset; not an absence of researchMalawi: no verified affiliation in the resolved subset; not an absence of researchMalaysia: no verified affiliation in the resolved subset; not an absence of researchMaldives: no verified affiliation in the resolved subset; not an absence of researchMali: no verified affiliation in the resolved subset; not an absence of researchMalta: no verified affiliation in the resolved subset; not an absence of researchMarshall Is.: no verified affiliation in the resolved subset; not an absence of researchMauritania: no verified affiliation in the resolved subset; not an absence of researchMauritius: no verified affiliation in the resolved subset; not an absence of researchMexico: no verified affiliation in the resolved subset; not an absence of researchMicronesia: no verified affiliation in the resolved subset; not an absence of researchMoldova: no verified affiliation in the resolved subset; not an absence of researchMonaco: no verified affiliation in the resolved subset; not an absence of researchMongolia: no verified affiliation in the resolved subset; not an absence of researchMontenegro: no verified affiliation in the resolved subset; not an absence of researchMontserrat: no verified affiliation in the resolved subset; not an absence of researchMorocco: no verified affiliation in the resolved subset; not an absence of researchMozambique: no verified affiliation in the resolved subset; not an absence of researchMyanmar: no verified affiliation in the resolved subset; not an absence of researchN. Cyprus: no verified affiliation in the resolved subset; not an absence of researchN. Mariana Is.: no verified affiliation in the resolved subset; not an absence of researchNamibia: no verified affiliation in the resolved subset; not an absence of researchNauru: no verified affiliation in the resolved subset; not an absence of researchNepal: no verified affiliation in the resolved subset; not an absence of researchNetherlands: 3% of the fully resolved subsetNew Caledonia: no verified affiliation in the resolved subset; not an absence of researchNew Zealand: no verified affiliation in the resolved subset; not an absence of researchNicaragua: no verified affiliation in the resolved subset; not an absence of researchNiger: no verified affiliation in the resolved subset; not an absence of researchNigeria: no verified affiliation in the resolved subset; not an absence of researchNiue: no verified affiliation in the resolved subset; not an absence of researchNorfolk Island: no verified affiliation in the resolved subset; not an absence of researchNorth Korea: no verified affiliation in the resolved subset; not an absence of researchNorway: no verified affiliation in the resolved subset; not an absence of researchOman: no verified affiliation in the resolved subset; not an absence of researchPakistan: no verified affiliation in the resolved subset; not an absence of researchPalau: no verified affiliation in the resolved subset; not an absence of researchPanama: no verified affiliation in the resolved subset; not an absence of researchPapua New Guinea: no verified affiliation in the resolved subset; not an absence of researchParaguay: no verified affiliation in the resolved subset; not an absence of researchPeru: no verified affiliation in the resolved subset; not an absence of researchPhilippines: no verified affiliation in the resolved subset; not an absence of researchPitcairn Is.: no verified affiliation in the resolved subset; not an absence of researchPoland: 1% of the fully resolved subsetPortugal: no verified affiliation in the resolved subset; not an absence of researchPuerto Rico: no verified affiliation in the resolved subset; not an absence of researchQatar: 1% of the fully resolved subsetRomania: no verified affiliation in the resolved subset; not an absence of researchRussia: no verified affiliation in the resolved subset; not an absence of researchRwanda: no verified affiliation in the resolved subset; not an absence of researchS. Geo. and the Is.: no verified affiliation in the resolved subset; not an absence of researchS. Sudan: no verified affiliation in the resolved subset; not an absence of researchSaint Helena: no verified affiliation in the resolved subset; not an absence of researchSaint Lucia: no verified affiliation in the resolved subset; not an absence of researchSamoa: no verified affiliation in the resolved subset; not an absence of researchSan Marino: no verified affiliation in the resolved subset; not an absence of researchSaudi Arabia: no verified affiliation in the resolved subset; not an absence of researchSenegal: no verified affiliation in the resolved subset; not an absence of researchSerbia: no verified affiliation in the resolved subset; not an absence of researchSeychelles: no verified affiliation in the resolved subset; not an absence of researchSiachen Glacier: no verified affiliation in the resolved subset; not an absence of researchSierra Leone: no verified affiliation in the resolved subset; not an absence of researchSingapore: 1% of the fully resolved subsetSint Maarten: no verified affiliation in the resolved subset; not an absence of researchSlovakia: no verified affiliation in the resolved subset; not an absence of researchSlovenia: no verified affiliation in the resolved subset; not an absence of researchSolomon Is.: no verified affiliation in the resolved subset; not an absence of researchSomalia: no verified affiliation in the resolved subset; not an absence of researchSomaliland: no verified affiliation in the resolved subset; not an absence of researchSouth Africa: no verified affiliation in the resolved subset; not an absence of researchSouth Korea: 4% of the fully resolved subsetSpain: 4% of the fully resolved subsetSri Lanka: no verified affiliation in the resolved subset; not an absence of researchSt-Barthélemy: no verified affiliation in the resolved subset; not an absence of researchSt-Martin: no verified affiliation in the resolved subset; not an absence of researchSt. Kitts and Nevis: no verified affiliation in the resolved subset; not an absence of researchSt. Pierre and Miquelon: no verified affiliation in the resolved subset; not an absence of researchSt. Vin. and Gren.: no verified affiliation in the resolved subset; not an absence of researchSudan: no verified affiliation in the resolved subset; not an absence of researchSuriname: no verified affiliation in the resolved subset; not an absence of researchSweden: 1% of the fully resolved subsetSwitzerland: 4% of the fully resolved subsetSyria: no verified affiliation in the resolved subset; not an absence of researchSão Tomé and Principe: no verified affiliation in the resolved subset; not an absence of researchTaiwan: 1% of the fully resolved subsetTajikistan: no verified affiliation in the resolved subset; not an absence of researchTanzania: no verified affiliation in the resolved subset; not an absence of researchThailand: 1% of the fully resolved subsetTimor-Leste: no verified affiliation in the resolved subset; not an absence of researchTogo: no verified affiliation in the resolved subset; not an absence of researchTonga: no verified affiliation in the resolved subset; not an absence of researchTrinidad and Tobago: no verified affiliation in the resolved subset; not an absence of researchTunisia: no verified affiliation in the resolved subset; not an absence of researchTurkey: no verified affiliation in the resolved subset; not an absence of researchTurkmenistan: no verified affiliation in the resolved subset; not an absence of researchTurks and Caicos Is.: no verified affiliation in the resolved subset; not an absence of researchU.S. Virgin Is.: no verified affiliation in the resolved subset; not an absence of researchUganda: no verified affiliation in the resolved subset; not an absence of researchUkraine: no verified affiliation in the resolved subset; not an absence of researchUnited Arab Emirates: no verified affiliation in the resolved subset; not an absence of researchUnited Kingdom: 7% of the fully resolved subsetUnited States: 29% of the fully resolved subsetUruguay: no verified affiliation in the resolved subset; not an absence of researchUzbekistan: no verified affiliation in the resolved subset; not an absence of researchVanuatu: no verified affiliation in the resolved subset; not an absence of researchVatican: no verified affiliation in the resolved subset; not an absence of researchVenezuela: no verified affiliation in the resolved subset; not an absence of researchVietnam: no verified affiliation in the resolved subset; not an absence of researchW. Sahara: no verified affiliation in the resolved subset; not an absence of researchWallis and Futuna Is.: no verified affiliation in the resolved subset; not an absence of researchYemen: no verified affiliation in the resolved subset; not an absence of researchZambia: no verified affiliation in the resolved subset; not an absence of researchZimbabwe: no verified affiliation in the resolved subset; not an absence of researcheSwatini: no verified affiliation in the resolved subset; not an absence of researchÅland: no verified affiliation in the resolved subset; not an absence of research
Share of the fully resolved subset
0%7.5%15%22.5%30%
No verified affiliation in resolved subset
Affiliation locations, conditional on fully resolved author country sets covering 67% of collected arXiv work. A paper may contribute to several countries, so shares may add to more than 100%. Not comparable with last week. Map: Natural Earth.

Author country sets could be fully resolved for 67% of the collected arXiv work, and the map covers only that subset. Each paper counts once per verified country or region, so shares add to more than 100%. These are author affiliations, not hardware suppliers or company headquarters, and gray does not mean an absence of research. Coverage differs from last week, so this is not a week over week comparison.

Three themes worth reading closely

Selected research, with company context

Academic research

No company author affiliation

University of Copenhagen, EPFL and Sorbonne Université (LIP6). Chungbuk National University appears only in earlier context.

1. Fixed loss removes the scaling case for random boson sampling

Boson sampling sends photons through a network of beam splitters and asks where they land, and it has been a leading candidate for showing a quantum computer doing something a classical one cannot. Armando Angrisani and Hela Mhiri, from the University of Copenhagen, EPFL and Sorbonne Université, show that under any fixed nonzero loss rate a classical computer can sample efficiently, in polynomial time, with high probability over Haar random networks. That covers single photon and fixed-squeezing Gaussian inputs, fermion sampling with magic inputs, and, for the photonic cases, thermal as well as pure loss.

Its authors note that the runtime bounds grow exponentially as loss weakens, so a polynomial time result does not mean today's experiments can be simulated in practice.

Youngrong Lim at Chungbuk National University reached a matching result in earlier work, posted on Zenodo on October 21 and listed on arXiv this week (arXiv 2611.01434), and notes that it does not by itself show that any particular device can be spoofed.

Both are average case, asymptotic proofs about sampling experiments used as advantage claims, not about error corrected photonic designs. The question for every future sampling claim: how does loss scale as the experiment grows?

Polynomial-time classical simulation of boson and fermion sampling under thermal loss ↗

arXiv listing November 6 · Theory

QuamCore

Private companies

Riverlane

Private companies

Weizmann Institute of Science and QuamCore; Riverlane, validated on published experimental data from a Google superconducting device (no Google authors)

2. Longer bit flip times and better error models

Cat qubits store information in two opposite states of a superconducting oscillator, so bit flips are suppressed exponentially with photon number while phase flips grow only linearly. Kerr cats have been stuck at bit flip times of milliseconds. A Weizmann Institute and QuamCore team used the same nonlinear interaction that confines the cat to pass excitations into a lossy readout mode. From repeated readout records they inferred a bit flip time of 448 ± 57 seconds, which the paper puts more than five orders of magnitude beyond previous Kerr cat results.

Phase flip times stay below a microsecond, about 113 nanoseconds at the highest photon number where both were measured, so the protection is strong on one side only. Dissipative cat qubits had already passed 100 seconds; this brings Kerr cats into that range.

Riverlane went after the errors nobody wrote down (arXiv 2611.06605). Its method learns correlated error mechanisms from detector statistics and hands them to the decoder. In simulation with injected correlated errors, logical error fell 75% at code distance 15. On published data from a Google superconducting device, with no Google authors, Lambda, the error suppression per step in code size, rose 9% between distances 5 and 7.

Both approaches target errors that error correction has to handle. Will the phase flip side of cat qubits improve too?

Autonomous cooling of Kerr-cat qubits to minutes-long bit-flip times ↗

arXiv listing November 4 · Experiment

Academic research

No company author affiliation

JILA, NIST and the University of Colorado Boulder; National University of Defense Technology and Hefei National Laboratory, China

3. The plumbing of scale: colder surroundings, steadier ions

Heat radiation from room temperature surroundings knocks Rydberg atoms out of their states and has long been suspected of setting off avalanches that remove many atoms at once. JILA, NIST and CU Boulder put an atom array behind a 45 kelvin radiation shield. Single atom decay driven by that radiation fell 30% to 50%, and avalanche rates fell by about 18% to 22% in arrays of up to 70 atoms, which a model with no free parameters matched once other measured triggers were included.

Trapped ions face a different problem when they move. A team at China's National University of Defense Technology showed single qubit gates that hold up while an ion is shuttled between zones of a chip trap under a deliberately applied magnetic field gradient (arXiv 2611.06136), beating conventional gates under shuttling. Two qubit entangling gates are the stated next step.

The shield targets correlated loss that a single gate fidelity does not describe. How much shielding will commercial atom machines need, and at what cost?

Cryogenic suppression of correlated loss in Rydberg atom arrays ↗

arXiv listing November 5 · Experiment

Also this week

What I would watch next

The week’s common thread was the error budget. I want sampling claims to report how loss scales as they grow, cat qubit results to move phase flips and not only bit flips, and atom arrays to publish correlated loss next to gate fidelity. Watch for a Kerr cat experiment that improves both flip times, and for shielding numbers from a commercial atom machine. For background, see What is a logical qubit? and What is a cat qubit?