pith:EPYMG2P3
Machine-learning-identified two-dimensional van der Waals multiferroics for four-state nonvolatile memory
The AuCrP2S6 monolayer combines ferromagnetism and out-of-plane ferroelectricity with bulk photovoltaic readout to support four-state nonvolatile memory in one atomic layer.
arxiv:2605.14303 v1 · 2026-05-14 · cond-mat.mtrl-sci
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\pithnumber{EPYMG2P3R2SANPAIOO5RWWUNVI}
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Claims
AuCrP2S6 monolayer emerges as a representative system with a ferromagnetic ground state, a sizable out-of-plane polarization of 7.46 pC/m, and a moderate ferroelectric switching barrier of ~130 meV/f.u. The nonlinear optical response mediated by the bulk photovoltaic effect provides a dual-channel probe of the ferroic orders.
The machine-learning model trained on the ABC2X6 family accurately ranks synthesizable multiferroic candidates, and the subsequent first-principles calculations correctly capture both the ground-state orders and the bulk photovoltaic effect response needed for non-destructive four-state readout.
Machine-learning screening identifies AuCrP2S6 monolayer as a 2D multiferroic with 7.46 pC/m polarization and ferromagnetic order whose bulk photovoltaic effect enables non-destructive four-state readout.
References
Receipt and verification
| First computed | 2026-05-17T23:39:10.073811Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
23f0c369fb8ea406bc0873bb1b5a8daa05dba76ba27c483af0e2acf3c293cd14
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EPYMG2P3R2SANPAIOO5RWWUNVI \
| jq -c '.canonical_record' \
| python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 23f0c369fb8ea406bc0873bb1b5a8daa05dba76ba27c483af0e2acf3c293cd14
Canonical record JSON
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"primary_cat": "cond-mat.mtrl-sci",
"submitted_at": "2026-05-14T03:10:16Z",
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