Pith Number

pith:GW5QC2QN

pith:2024:GW5QC2QN5UN44CFOZ5MZJXVZYR

not attested not anchored not stored refs pending

Scientific machine learning in ecological systems: A study on the predator-prey dynamics

Raj Abhijit Dandekar, Rajat Dandekar, Ranabir Devgupta, Sreedath Panat

arxiv:2411.06858 v1 · 2024-11-11 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GW5QC2QN5UN44CFOZ5MZJXVZYR}

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

Invariance of Competition Outcomes in Hypergraph Competitive Dynamics

Receipt and verification

First computed	2026-07-05T09:33:52.824547Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35bb016a0ded1bce08aecf5994deb9c47def3dc3d937cc36fd38512afa227d64

Aliases

arxiv: 2411.06858 · arxiv_version: 2411.06858v1 · doi: 10.48550/arxiv.2411.06858 · pith_short_12: GW5QC2QN5UN4 · pith_short_16: GW5QC2QN5UN44CFO · pith_short_8: GW5QC2QN

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/GW5QC2QN5UN44CFOZ5MZJXVZYR \
  | 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: 35bb016a0ded1bce08aecf5994deb9c47def3dc3d937cc36fd38512afa227d64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af6e23f0a428e84e063216bf32fd903ae226d26668af9c2e6068c602ea6d0d55",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-11T10:40:45Z",
    "title_canon_sha256": "9f3e42b5577085731d85ff8f7e2bdf7b61e8c5cb0c452e01554db86987d9c486"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.06858",
    "kind": "arxiv",
    "version": 1
  }
}