Pith Number

pith:VCL4BO3W

pith:2026:VCL4BO3WJHK6SRZZK6DFMQWERV

not attested not anchored not stored refs pending

Differentiable hybrid force fields support scalable autonomous electrolyte discovery

Junmin Chen, Peichen Zhong, Xintian Wang, Zhuoying Zhu

Differentiable hybrid force fields combine physical models with neural corrections to enable fast, accurate, and calibratable simulations for autonomous electrolyte discovery.

arxiv:2604.07979 v2 · 2026-04-09 · cond-mat.mtrl-sci · physics.comp-ph

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Record completeness

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4 Citations open

5 Replications open

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The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

Differentiable hybrid FFs resolve the trilemma of being fast enough for high-throughput screening, accurate enough for quantitative prediction, and calibratable enough for online refinement, thereby enabling closed-loop autonomous electrolyte discovery.

C2weakest assumption

That the physical skeletons of these hybrid models provide a well-conditioned parameter space for differentiable molecular dynamics and that the cited models achieve reliable zero-shot generalization to bulk phases without post-hoc adjustments.

C3one line summary

Differentiable hybrid force fields combine physical models with neural corrections to enable fast, accurate, and calibratable simulations for scalable autonomous electrolyte discovery.

Formal links

2 machine-checked theorem links

Cited by

1 paper in Pith

Differentiable hybrid force fields support scalable autonomous electrolyte discovery

Receipt and verification

First computed	2026-06-09T01:04:42.617834Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a897c0bb7649d5e9473957865642c48d52d19439c2bae98481642766c31e06d9

Aliases

arxiv: 2604.07979 · arxiv_version: 2604.07979v2 · doi: 10.48550/arxiv.2604.07979 · pith_short_12: VCL4BO3WJHK6 · pith_short_16: VCL4BO3WJHK6SRZZ · pith_short_8: VCL4BO3W

Agent API

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/VCL4BO3WJHK6SRZZK6DFMQWERV \
  | 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: a897c0bb7649d5e9473957865642c48d52d19439c2bae98481642766c31e06d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0fe602a685cd73aaa36ac046fae0d13c6630f0338e89019341f5451b3f40dfc8",
    "cross_cats_sorted": [
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2026-04-09T08:51:15Z",
    "title_canon_sha256": "c10197dd8db7b7ae61d6238cc5afd8f7deb8ed456a178ba8727b2ba658bc7d1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2604.07979",
    "kind": "arxiv",
    "version": 2
  }
}