Pith Number

pith:ZI6Y55W7

pith:2024:ZI6Y55W7T5DLFXI6YW2M7BSFQH

not attested not anchored not stored refs pending

Evaluating the method reproducibility of deep learning models in the biodiversity domain

Birgitta K\"onig-Ries, Jitendra Gaikwad, Luiz Gadelha, Sheeba Samuel, Vamsi Krishna Kommineni, Waqas Ahmed

arxiv:2407.07550 v1 · 2024-07-10 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZI6Y55W7T5DLFXI6YW2M7BSFQH}

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

Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publications

Receipt and verification

First computed	2026-07-05T08:42:14.159853Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca3d8ef6df9f46b2dd1ec5b4cf864581d3dbdac281bea5e050a4a083bb673d74

Aliases

arxiv: 2407.07550 · arxiv_version: 2407.07550v1 · doi: 10.48550/arxiv.2407.07550 · pith_short_12: ZI6Y55W7T5DL · pith_short_16: ZI6Y55W7T5DLFXI6 · pith_short_8: ZI6Y55W7

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/ZI6Y55W7T5DLFXI6YW2M7BSFQH \
  | 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: ca3d8ef6df9f46b2dd1ec5b4cf864581d3dbdac281bea5e050a4a083bb673d74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a98c8933c9bc668b3bbf7e5a60540e0391d8a9e06d5b84282a87b5cb4b0b88e5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-07-10T11:19:15Z",
    "title_canon_sha256": "f8245d95b75488d3c72a138d94fe67ff123059b5c94c93fc319feaf8702dc566"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.07550",
    "kind": "arxiv",
    "version": 1
  }
}