Pith Number

pith:4XWCIUPU

pith:2024:4XWCIUPUVR7CXIHJB2W3RUTERU

not attested not anchored not stored refs pending

Successes and Limitations of Object-centric Models at Compositional Generalisation

Gaurav Malhotra, Jeffrey S. Bowers, Milton L. Montero

arxiv:2412.18743 v1 · 2024-12-25 · cs.CV · cs.AI · 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{4XWCIUPUVR7CXIHJB2W3RUTERU}

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	2026-07-05T09:54:10.010892Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5ec2451f4ac7e2ba0e90eadb8d2648d2178629e212c1254adedd5fabfa92f7b

Aliases

arxiv: 2412.18743 · arxiv_version: 2412.18743v1 · doi: 10.48550/arxiv.2412.18743 · pith_short_12: 4XWCIUPUVR7C · pith_short_16: 4XWCIUPUVR7CXIHJ · pith_short_8: 4XWCIUPU

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/4XWCIUPUVR7CXIHJB2W3RUTERU \
  | 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: e5ec2451f4ac7e2ba0e90eadb8d2648d2178629e212c1254adedd5fabfa92f7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03d3c0813fd79c04ff714beb9e05e1615c98fa52af0f836fe4ef06fbcabb71f5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-25T02:25:12Z",
    "title_canon_sha256": "58b6223e0ef41f4322d830116e134ed90346215fda42750478b77cc1d17fcfb2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18743",
    "kind": "arxiv",
    "version": 1
  }
}