Pith Number

pith:M4YRVJMR

pith:2024:M4YRVJMRKPCXOX4FDDVABBWXRI

not attested not anchored not stored refs pending

Transition Network Analysis: A Novel Framework for Modeling, Visualizing, and Identifying the Temporal Patterns of Learners and Learning Processes

Kamila Misiejuk, Mohammed Saqr, Rogers Kaliisa, Santtu Tikka, Sonsoles L\'opez-Pernas, Tiina T\"orm\"anen

arxiv:2411.15486 v2 · 2024-11-23 · cs.SI · cs.CL · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M4YRVJMRKPCXOX4FDDVABBWXRI}

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

Human-AI collaboration or obedient and often clueless AI in instruct, serve, repeat dynamics?

Receipt and verification

First computed	2026-07-05T10:09:50.081183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67311aa59153c5775f8518ea0086d78a06f1873953d9e3ca223941b358793144

Aliases

arxiv: 2411.15486 · arxiv_version: 2411.15486v2 · doi: 10.48550/arxiv.2411.15486 · pith_short_12: M4YRVJMRKPCX · pith_short_16: M4YRVJMRKPCXOX4F · pith_short_8: M4YRVJMR

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/M4YRVJMRKPCXOX4FDDVABBWXRI \
  | 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: 67311aa59153c5775f8518ea0086d78a06f1873953d9e3ca223941b358793144

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33794168db89cc579bf5c223a9fc834611e697bf4d416ee9a755cef202231c23",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SI",
    "submitted_at": "2024-11-23T07:54:15Z",
    "title_canon_sha256": "47a91acc6e184109f8509d7aa89b5d790b5b1eed71406234c78aa3048015320c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15486",
    "kind": "arxiv",
    "version": 2
  }
}