Pith Number

pith:E7KJ26BA

pith:2023:E7KJ26BAJSVXPGDVZ545RCECTZ

not attested not anchored not stored refs pending

Abstractors and relational cross-attention: An inductive bias for explicit relational reasoning in Transformers

Awni Altabaa, John Lafferty, Jonathan Cohen, Taylor Webb

arxiv:2304.00195 v4 · 2023-04-01 · stat.ML · cs.LG

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

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\usepackage{pith}
\pithnumber{E7KJ26BAJSVXPGDVZ545RCECTZ}

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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.

Cited by

1 paper in Pith

Systematic Abductive Reasoning via Diverse Relation Representations in Vector-symbolic Architecture

Receipt and verification

First computed	2026-07-05T08:07:27.164366Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27d49d78204cab779875cf79d888829e5b82e2f64e98a91772e9dc4878f878ee

Aliases

arxiv: 2304.00195 · arxiv_version: 2304.00195v4 · doi: 10.48550/arxiv.2304.00195 · pith_short_12: E7KJ26BAJSVX · pith_short_16: E7KJ26BAJSVXPGDV · pith_short_8: E7KJ26BA

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/E7KJ26BAJSVXPGDVZ545RCECTZ \
  | 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: 27d49d78204cab779875cf79d888829e5b82e2f64e98a91772e9dc4878f878ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e44257cfce75fa0e8916e2e62f1c36d32d9d7dfa96bb09840e5ad438bf1fd663",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-04-01T01:49:08Z",
    "title_canon_sha256": "afc97f2a8b5a6e2f13eeccf97730e3b05d02f1aff65bf81b7f3fd2b5a2af07ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.00195",
    "kind": "arxiv",
    "version": 4
  }
}