Pith. sign in
Pith Number

pith:UJ7SLXEX

pith:2021:UJ7SLXEX5KLUZHJ5KFSJFKYR72
not attested not anchored not stored refs pending

Accelerating Materials Discovery with Bayesian Optimization and Graph Deep Learning

Chi Chen, Jian Luo, Mingde Qin, Shyue Ping Ong, Weike Ye, Xiangguo Li, Yunxing Zuo

arxiv:2104.10242 v1 · 2021-04-20 · cond-mat.mtrl-sci

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UJ7SLXEX5KLUZHJ5KFSJFKYR72}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
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.
Receipt and verification
First computed 2026-07-05T02:34:00.448643Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a27f25dc97ea974c9d3d516492ab11fe99c0bd0f9bafe954e52d2e4e5f293b39

Aliases

arxiv: 2104.10242 · arxiv_version: 2104.10242v1 · doi: 10.48550/arxiv.2104.10242 · pith_short_12: UJ7SLXEX5KLU · pith_short_16: UJ7SLXEX5KLUZHJ5 · pith_short_8: UJ7SLXEX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UJ7SLXEX5KLUZHJ5KFSJFKYR72 \
  | 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: a27f25dc97ea974c9d3d516492ab11fe99c0bd0f9bafe954e52d2e4e5f293b39
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4b3785c6213496d22a01b42a3a7c05fbf5d6f2aa26651d727891a69a8c1ae435",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2021-04-20T20:37:00Z",
    "title_canon_sha256": "4ecd91a924127f4467a1b9136b68fcbba328031a116c2b1f441103a2897a2428"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.10242",
    "kind": "arxiv",
    "version": 1
  }
}