Pith Number

pith:KK6RC7ZZ

pith:2025:KK6RC7ZZOR6X4QPF5VYIRVVHME

not attested not anchored not stored refs pending

Black box behavioural modelling: Predicting human activity schedules with a deep conditional generative approach

Fred Shone, Tim Hillel

arxiv:2512.04223 v2 · 2025-12-03 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KK6RC7ZZOR6X4QPF5VYIRVVHME}

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	2026-07-24T01:24:05.236412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52bd117f39747d7e41e5ed7088d6a761141366315c13cc425dbe234f69c6c551

Aliases

arxiv: 2512.04223 · arxiv_version: 2512.04223v2 · doi: 10.48550/arxiv.2512.04223 · pith_short_12: KK6RC7ZZOR6X · pith_short_16: KK6RC7ZZOR6X4QPF · pith_short_8: KK6RC7ZZ

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/KK6RC7ZZOR6X4QPF5VYIRVVHME \
  | 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: 52bd117f39747d7e41e5ed7088d6a761141366315c13cc425dbe234f69c6c551

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37b39c57f108d9dbc7674c70a5d7468ac86ae9bf8086742336895808b3cd18d8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-03T19:44:19Z",
    "title_canon_sha256": "9f6aca7eddf7a598e9ab7251e6da0085d726fd667727fba3ce122d600029c060"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.04223",
    "kind": "arxiv",
    "version": 2
  }
}