Pith Number

pith:M724NKMV

pith:2026:M724NKMVRFC5HML2W3VD2OVRGJ

not attested not anchored not stored refs pending

AI-Generated Traces for Novice Programmers: Learning Effects and Learner Differences in a Multi-Institutional Study

Anastasiia Birillo, Gosia Migut, Michael Liut, Naaz Sibia, Thomas Overklift Vaupel Klein, Yuri Noviello

arxiv:2606.03288 v1 · 2026-06-02 · cs.CY · 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{M724NKMVRFC5HML2W3VD2OVRGJ}

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	2026-06-03T01:05:54.048656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67f5c6a9958945d3b17ab6ea3d3ab1327505cfcd464dada03db48c124ed049a0

Aliases

arxiv: 2606.03288 · arxiv_version: 2606.03288v1 · doi: 10.48550/arxiv.2606.03288 · pith_short_12: M724NKMVRFC5 · pith_short_16: M724NKMVRFC5HML2 · pith_short_8: M724NKMV

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/M724NKMVRFC5HML2W3VD2OVRGJ \
  | 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: 67f5c6a9958945d3b17ab6ea3d3ab1327505cfcd464dada03db48c124ed049a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45010064e8082084534a39f8b0e78c4c51a3b7e78c3e7009f156d7def16a05c2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2026-06-02T07:51:27Z",
    "title_canon_sha256": "7a2016f2a88d5ddba0ee0b417d27a9c3f6a30d481e4b44aedbadc7ddc2ac4ec0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.03288",
    "kind": "arxiv",
    "version": 1
  }
}