Pith Number

pith:XUASO3R3

pith:2025:XUASO3R3D465FKTXHLAW4XROSW

not attested not anchored not stored refs pending

No Equations Needed: Learning System Dynamics Without Relying on Closed-Form ODEs

Krzysztof Kacprzyk, Mihaela van der Schaar

arxiv:2501.18563 v2 · 2025-01-30 · 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{XUASO3R3D465FKTXHLAW4XROSW}

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

Beyond the ATE: Interpretable Modelling of Treatment Effects over Dose and Time

Receipt and verification

First computed	2026-07-05T10:47:35.619797Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd01276e3b1f3dd2aa773ac16e5e2e95abd8033911e2bbd013b7c7d20dfe864a

Aliases

arxiv: 2501.18563 · arxiv_version: 2501.18563v2 · doi: 10.48550/arxiv.2501.18563 · pith_short_12: XUASO3R3D465 · pith_short_16: XUASO3R3D465FKTX · pith_short_8: XUASO3R3

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/XUASO3R3D465FKTXHLAW4XROSW \
  | 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: bd01276e3b1f3dd2aa773ac16e5e2e95abd8033911e2bbd013b7c7d20dfe864a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08ae6d15409ae27ca5c8fe62771b4dba2e358d79e1631868279ea1075b13cb9e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-30T18:36:48Z",
    "title_canon_sha256": "53da608fa01aa25c563751f9abb500dbe107d5c11d3f1a30ddc7f115f4e8e361"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.18563",
    "kind": "arxiv",
    "version": 2
  }
}