Pith Number

pith:YH2VTQJP

pith:2025:YH2VTQJPYWGVDXUOM7BWWHISVL

not attested not anchored not stored refs pending

Bridge the Inference Gaps of Neural Processes via Expectation Maximization

Herke van Hoof, Marco Federici, Qi Wang

arxiv:2501.03264 v1 · 2025-01-04 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YH2VTQJPYWGVDXUOM7BWWHISVL}

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

Distance-informed Neural Processes

Receipt and verification

First computed	2026-07-05T09:57:51.527858Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1f559c12fc58d51de8e67c36b1d12aac0da7b24c8142ab438814ba2f7b7d70c

Aliases

arxiv: 2501.03264 · arxiv_version: 2501.03264v1 · doi: 10.48550/arxiv.2501.03264 · pith_short_12: YH2VTQJPYWGV · pith_short_16: YH2VTQJPYWGVDXUO · pith_short_8: YH2VTQJP

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/YH2VTQJPYWGVDXUOM7BWWHISVL \
  | 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: c1f559c12fc58d51de8e67c36b1d12aac0da7b24c8142ab438814ba2f7b7d70c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db0f039c9fd5f4f8a704706f22105f187fdbe676ba9758d31bfcbdf5ed853213",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-04T03:28:21Z",
    "title_canon_sha256": "75b50458935f6964b3d764a1b6ccff9cd722d35b25bf77c7af8d52bbd0a3d5db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03264",
    "kind": "arxiv",
    "version": 1
  }
}