pith. sign in
Pith Number

pith:MDKCNFAP

pith:2020:MDKCNFAPJJJXYDRRFQ7G63Z4JI
not attested not anchored not stored refs pending

Attention-Based Learning on Molecular Ensembles

Kangway V. Chuang, Michael J. Keiser

arxiv:2011.12820 v1 · 2020-11-25 · cs.LG · physics.chem-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MDKCNFAPJJJXYDRRFQ7G63Z4JI}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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 2026-07-05T01:55:15.734200Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

60d426940f4a537c0e312c3e6f6f3c4a219e03e4022791ff02c261848ed9891e

Aliases

arxiv: 2011.12820 · arxiv_version: 2011.12820v1 · doi: 10.48550/arxiv.2011.12820 · pith_short_12: MDKCNFAPJJJX · pith_short_16: MDKCNFAPJJJXYDRR · pith_short_8: MDKCNFAP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MDKCNFAPJJJXYDRRFQ7G63Z4JI \
  | 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: 60d426940f4a537c0e312c3e6f6f3c4a219e03e4022791ff02c261848ed9891e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "231365998a170bbf3096f355ff0ca3806cbd596f77c579262836bee7d05604e0",
    "cross_cats_sorted": [
      "physics.chem-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-25T15:23:52Z",
    "title_canon_sha256": "d95464b7bd32e3c546ef3e4115beb9cfda77491c6991f9418b34b7c117e80c9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.12820",
    "kind": "arxiv",
    "version": 1
  }
}