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wai-quantum: guided sampling, and the 4 × 4 space group to rounding
VmcConfig::guide samples |ψ|² + guide·|ψ̄|² instead of |ψ|², |ψ̄| the
chains' typical amplitude when the batch starts, and weights each
sample back by |ψ|² over that; the error is then that of a weighted
mean. Near a node of the network the local energy is a large number
over a small one and |ψ|² visits too rarely for the variance to be
measured; the floor visits. Zero, the default, samples |ψ|² as before:
every pin and documented unguided figure is unchanged.

On the trained 4 × 4 J1-J2 networks, enumerated: the ±0.1 network's
guided variance came within 5 % of the exact one at every floor from
0.01 to 1, four seeds each (unguided seeds: 0.11 to 2.0 times it). The
±0.01 network's variance sits in two configurations of 12 870, which
no 8000 samples visit reliably; guided seeds still gave 0.1 to 2.3
times it.

Trained guided at 0.1 or 1, the same complex α = 1 space-group
network, start and 600 steps reach the ground energy to 1.7e-12 and
1.2e-12 (unguided: 1.27e-3), variance below 4e-11. The sector holds
107 configurations up to symmetry against 288 parameters; the docs say
so. Unprojected, the guide changes nothing (2.78e-2). Projected
networks in the CLI and nqs_ground now sample with a guide of 0.1.

A test holds guided estimates to enumeration on a projected 8-site
ring (energy within 5σ, variance within 20 %) and bit-identity across
thread counts.

Co-Authored-By: Claude Opus 5.5 <[email protected]>
2026-10-08 12:59:16 -04:00
..
arch_factoring.rs wai-quantum 0.3.29: the architecture around the code, priced, and the 2025 factoring machine re-run 2026-10-04 17:33:48 -04:00
bell.rs wai-quantum 0.3.13: mixed states, and a bound that classical physics cannot reach 2026-09-07 03:47:38 -04:00
chem_dmrg.rs wai-quantum 0.3.36: molecules and neural quantum states, held to exact answers 2026-10-05 16:15:50 -04:00
dmrg_chain.rs wai-quantum 0.3.34: ground states of spin chains by DMRG, held to exact answers 2026-10-05 09:50:20 -04:00
gbs_check.rs wai-quantum 0.3.27: Gaussian boson sampling, exactly 2026-10-04 16:19:25 -04:00
ldpc_memory.rs wai-quantum 0.3.30: qLDPC memory at circuit level, re-derived from the circuit up 2026-10-04 21:30:40 -04:00
nqs_ground.rs wai-quantum: guided sampling, and the 4 × 4 space group to rounding 2026-10-08 12:59:16 -04:00
qec_frame.rs wai-quantum 0.3.25: error correction at circuit level, sampled, modelled and decoded exactly 2026-10-04 14:21:56 -04:00
qec_threshold.rs wai-quantum 0.3.25: error correction at circuit level, sampled, modelled and decoded exactly 2026-10-04 14:21:56 -04:00
qio_gset.rs wai-quantum 0.3.31: quantum-inspired optimisation, a re-runnable classical baseline 2026-10-05 05:27:49 -04:00
receipt.rs wai-quantum 0.3.13: mixed states, and a bound that classical physics cannot reach 2026-09-07 03:47:38 -04:00
sv_run.rs wai-quantum 0.3.28: the dense state vector at any angle, the same bits threaded or not 2026-10-04 17:01:39 -04:00
tdvp_quench.rs wai-quantum 0.3.35: time evolution of spin chains by TDVP, held to exact answers 2026-10-05 11:13:38 -04:00
threshold.rs wai-quantum 0.3.13: mixed states, and a bound that classical physics cannot reach 2026-09-07 03:47:38 -04:00
tn_path.rs wai-quantum 0.3.26: tensor-network contraction, hyper-optimised, sliced, bit-identical 2026-10-04 16:03:22 -04:00
uf_bench.rs wai-quantum 0.3.32: union-find decoding in near-linear time 2026-10-05 07:46:12 -04:00
utility.rs wai-quantum 0.3.22: sparse Pauli dynamics at utility scale, and identical bits on every platform 2026-10-01 15:13:52 -04:00
utility_bptn.rs wai-quantum 0.3.23: belief-propagation tensor networks, a second method for the same circuits 2026-10-01 20:40:14 -04:00
utility_mz.rs wai-quantum 0.3.22: sparse Pauli dynamics at utility scale, and identical bits on every platform 2026-10-01 15:13:52 -04:00