Pith Number

pith:V3YG222S

pith:2025:V3YG222SI7OI2DMZDKNART3MV4

not attested not anchored not stored refs pending

Interpretable Neural System Dynamics: Combining Deep Learning with System Dynamics Modeling to Support Critical Applications

Riccardo D'Elia

arxiv:2505.14428 v1 · 2025-05-20 · cs.LG · 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{V3YG222SI7OI2DMZDKNART3MV4}

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	2026-07-05T11:06:01.186662Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aef06d6b5247dc8d0d991a9a08cf6caf01eb1331d3d06153632e9787bedee70f

Aliases

arxiv: 2505.14428 · arxiv_version: 2505.14428v1 · doi: 10.48550/arxiv.2505.14428 · pith_short_12: V3YG222SI7OI · pith_short_16: V3YG222SI7OI2DMZ · pith_short_8: V3YG222S

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/V3YG222SI7OI2DMZDKNART3MV4 \
  | 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: aef06d6b5247dc8d0d991a9a08cf6caf01eb1331d3d06153632e9787bedee70f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5af7cbb17730a40df4b7f3487a52156cff17af8b695fc6c8e9e91f14308c9053",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-20T14:38:39Z",
    "title_canon_sha256": "c8981c898e109d0df1b7184785d66071ef0dffe696ec81aa6954fa9663fb59b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14428",
    "kind": "arxiv",
    "version": 1
  }
}