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wai: learning from quantum data — the surviving moat (wai.quantum.qdata) 
The exponential sample-complexity separation for Pauli-channel learning
(Chen-Cotler-Huang-Li / Huang Science 2022), surfaced as a first-class quantum-ML
capability: estimating an n-qubit channel's 2^n fidelities to accuracy epsilon needs
Omega(2^n) copies WITHOUT quantum memory but O(1/eps^2) n-independent copies WITH a
two-copy Bell measurement. Both estimators simulated exactly (deterministic in seed);
the demo shows Bell resolving all fidelities in a fixed copy budget while the
entanglement-free strategy is starved. A data-access advantage that survives
dequantization — and exactly why noise_learn's Bell/CB sampling is data-efficient.
wai-web QDataSeparation; live /quantum-ml panel tying the separation to the deployed
wai.quantum.cal.noise_learn (verified receipt + byte-exact model hash).

Co-Authored-By: Claude Opus 4.8 <[email protected]>
2026-08-29 11:46:45 -04:00
..
audio.rs wai: interactive + temporal cargo classes, provenance, telepresence 2026-06-13 23:16:42 -04:00
audio_int.rs wai: learned integer-exact audio codec (wai.audio.int_codec) + conformance 2026-06-27 17:01:31 -04:00
avatar.rs wai: interactive + temporal cargo classes, provenance, telepresence 2026-06-13 23:16:42 -04:00
feed.rs wai: interactive + temporal cargo classes, provenance, telepresence 2026-06-13 23:16:42 -04:00
film.rs wai: a character-animation film — film composes with the avatar class 2026-06-16 14:10:02 -04:00
generate.rs wai-web: in-browser deterministic generation (generateSpectral) 2026-06-25 19:08:43 -04:00
haptic.rs wai: interactive + temporal cargo classes, provenance, telepresence 2026-06-13 23:16:42 -04:00
int_splat.rs wai-web: decodeIntSplat binding + per-attr ranges for the in-browser 3D demo 2026-06-28 09:49:40 -04:00
int_world.rs wai: two-agent co-control world.model — both agents drive one byte-exact frame 2026-06-28 03:14:57 -04:00
lib.rs wai: learning from quantum data — the surviving moat (wai.quantum.qdata) 2026-08-29 11:46:45 -04:00
neural_int.rs wai-web: full JPEG-AI codestream→RGB decode in wasm (decodeJpegAiFull) 2026-08-24 23:18:11 -04:00
provenance.rs wai: interactive + temporal cargo classes, provenance, telepresence 2026-06-13 23:16:42 -04:00
quantum.rs wai-web: QuantumSink wasm binding for wai.quantum.circuit 2026-08-01 01:24:57 -04:00
quantum_atom.rs wai: neutral-atom rearrangement — wai.quantum.rearrange 2026-08-27 13:09:49 -04:00
quantum_cal.rs wai-web: RobustDemo — noise-robust pulse design in the browser 2026-08-25 00:38:37 -04:00
quantum_compile.rs wai: circuit compilation + equivalence proof — wai.quantum.compile 2026-08-26 11:55:54 -04:00
quantum_control.rs wai: filter-function control + DD noise spectroscopy — wai.quantum.cal.* 2026-08-26 07:39:41 -04:00
quantum_kernel.rs wai: phasor energy meter — the accountable seal for interference computing (wai.quantum.phasor) 2026-08-29 05:11:37 -04:00
quantum_mitigate.rs wai: quantum error mitigation — wai.quantum.mitigate 2026-08-25 23:22:32 -04:00
quantum_noise.rs wai: noise learning — Cycle Benchmarking + CER (wai.quantum.cal.noise_learn) 2026-08-26 08:58:13 -04:00
quantum_ops.rs wai-web: QuantumCal / QuantumJob wasm bindings for wai.quantum.calibration + wai.quantum.job 2026-08-01 19:29:33 -04:00
quantum_phasor.rs wai: the phasor bridge — same interference, two substrates (wai.quantum.phasor) 2026-08-29 04:23:14 -04:00
quantum_qbom.rs wai: Quantum Bill of Materials — wai.quantum.qbom 2026-08-27 18:19:53 -04:00
quantum_qdata.rs wai: learning from quantum data — the surviving moat (wai.quantum.qdata) 2026-08-29 11:46:45 -04:00
quantum_qec.rs wai: qLDPC decoding — wai.quantum.decode 2026-08-26 00:42:03 -04:00
quantum_toolchain.rs wai: quantum toolchain — transpiler (route onto nearest-neighbour, verified) 2026-08-29 03:44:30 -04:00
quantum_vml.rs wai: the full Born machine on the qFHRR substrate (wai.quantum.qfhrr) 2026-08-29 04:50:39 -04:00
reel.rs wai: ReelSink browser binding for the /everything synthesis surface 2026-06-17 03:20:13 -04:00
score.rs wai: music as instructions — wai.audio.score (Phase 6) 2026-06-14 04:29:10 -04:00
splat4d.rs wai: interactive + temporal cargo classes, provenance, telepresence 2026-06-13 23:16:42 -04:00
video.rs wai-web: in-browser NEURAL-KEYFRAME video — learned int_hyper I-frame + integer P-frames 2026-06-27 10:07:16 -04:00
world.rs wai: interactive + temporal cargo classes, provenance, telepresence 2026-06-13 23:16:42 -04:00