Pith Number

pith:ZFHCGQYA

pith:2022:ZFHCGQYAJIMFHJCONXRUQMDIZD

not attested not anchored not stored refs pending

Goal-Oriented Next Best Activity Recommendation using Reinforcement Learning

Avani Gupta, Prerna Agarwal, Renuka Sindhgatta, Sampath Dechu

arxiv:2205.03219 v1 · 2022-05-06 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZFHCGQYAJIMFHJCONXRUQMDIZD}

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	2026-07-05T04:20:57.132595Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c94e2343004a1853a44e6de3483068c8dc03aa48cdc529cb6c8177b1d8785da9

Aliases

arxiv: 2205.03219 · arxiv_version: 2205.03219v1 · doi: 10.48550/arxiv.2205.03219 · pith_short_12: ZFHCGQYAJIMF · pith_short_16: ZFHCGQYAJIMFHJCO · pith_short_8: ZFHCGQYA

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/ZFHCGQYAJIMFHJCONXRUQMDIZD \
  | 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: c94e2343004a1853a44e6de3483068c8dc03aa48cdc529cb6c8177b1d8785da9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78e18c2a48ace21fe5b1ccf24f58a63887072d9f36b8996600ba793739106e24",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-05-06T13:48:14Z",
    "title_canon_sha256": "5a1ff76873a5b1c59b5f43f9ed86e4415c6d90e49ca2a31dbf2602bcdd8d9d97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.03219",
    "kind": "arxiv",
    "version": 1
  }
}