Pith. sign in
Pith Number

pith:3OBVK7MQ

pith:2022:3OBVK7MQOK74NJB5AX7M3CQ6AN
not attested not anchored not stored refs pending

Follow-up Attention: An Empirical Study of Developer and Neural Model Code Exploration

Albert Ziegler, Austin Z. Henley, Matteo Paltenghi, Rahul Pandita

arxiv:2210.05506 v2 · 2022-10-11 · cs.SE · cs.AI · cs.HC · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3OBVK7MQOK74NJB5AX7M3CQ6AN}

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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 2026-07-05T09:00:34.265533Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

db83557d9072bfc6a43d05fecd8a1e036860cfd060250e1836e04db3ac231413

Aliases

arxiv: 2210.05506 · arxiv_version: 2210.05506v2 · doi: 10.48550/arxiv.2210.05506 · pith_short_12: 3OBVK7MQOK74 · pith_short_16: 3OBVK7MQOK74NJB5 · pith_short_8: 3OBVK7MQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3OBVK7MQOK74NJB5AX7M3CQ6AN \
  | 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: db83557d9072bfc6a43d05fecd8a1e036860cfd060250e1836e04db3ac231413
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9539e69df7ecb08cb5a30372e90b70d578aa6c9ba31a673c6785a56436367fc2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-10-11T14:58:58Z",
    "title_canon_sha256": "8cd89fd0d65045489601fd2745e22926bfd7554222492822fe47ca056f6a4b85"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05506",
    "kind": "arxiv",
    "version": 2
  }
}