Pith Number

pith:VI6QN2MI

pith:2020:VI6QN2MIGE2FSJ55Z5WARSJR2L

not attested not anchored not stored refs pending

Attention over learned object embeddings enables complex visual reasoning

Adam Santoro, David Ding, Felix Hill, Malcolm Reynolds, Matt Botvinick

arxiv:2012.08508 v3 · 2020-12-15 · cs.CV · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VI6QN2MIGE2FSJ55Z5WARSJR2L}

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

Optimising Language Models for Downstream Tasks: A Post-Training Perspective

Receipt and verification

First computed	2026-07-05T03:25:49.421353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa3d06e98831345927bdcf6c08c931d2d2a8034fcc6cd3ed7b278f5fdf948408

Aliases

arxiv: 2012.08508 · arxiv_version: 2012.08508v3 · doi: 10.48550/arxiv.2012.08508 · pith_short_12: VI6QN2MIGE2F · pith_short_16: VI6QN2MIGE2FSJ55 · pith_short_8: VI6QN2MI

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/VI6QN2MIGE2FSJ55Z5WARSJR2L \
  | 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: aa3d06e98831345927bdcf6c08c931d2d2a8034fcc6cd3ed7b278f5fdf948408

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e266a039d2fd1754ceb26865bb9c6cfc8df73671645b85a5e6a527be5f0c1d3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2020-12-15T18:57:40Z",
    "title_canon_sha256": "931483404469d1ad6f4e82aa69e32d733ae9110fdb890170fac8d65131dc7ad6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.08508",
    "kind": "arxiv",
    "version": 3
  }
}