Pith Number

pith:3ZBCXE5K

pith:2021:3ZBCXE5K4YD3SY4WCKJVLXADHP

not attested not anchored not stored refs pending

What Averages Do Not Tell -- Predicting Real Life Processes with Sequential Deep Learning

Boudewijn van Dongen, Felix Mannhardt, Istv\'an Ketyk\'o, Marwan Hassani

arxiv:2110.10225 v2 · 2021-10-19 · 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{3ZBCXE5K4YD3SY4WCKJVLXADHP}

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.

Cited by

1 paper in Pith

Neuro-Symbolic Predictive Process Monitoring

Receipt and verification

First computed	2026-07-05T03:27:36.626803Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de422b93aae607b96396129355dc033bc9d3599dfccbb616bf60e5d07f81525c

Aliases

arxiv: 2110.10225 · arxiv_version: 2110.10225v2 · doi: 10.48550/arxiv.2110.10225 · pith_short_12: 3ZBCXE5K4YD3 · pith_short_16: 3ZBCXE5K4YD3SY4W · pith_short_8: 3ZBCXE5K

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/3ZBCXE5K4YD3SY4WCKJVLXADHP \
  | 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: de422b93aae607b96396129355dc033bc9d3599dfccbb616bf60e5d07f81525c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba33beb570cd55adba2803a65e8b2c5f900f330b08a0f06ba8fd95d361f7f428",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-19T19:45:05Z",
    "title_canon_sha256": "07295d42578d34847b41cbcb27e58e2d6974315110887fddbf99fa2b0a084e96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.10225",
    "kind": "arxiv",
    "version": 2
  }
}