Pith Number

pith:NG3ZVQCR

pith:2020:NG3ZVQCRU4F7CTLUIKTHWO5E2S

not attested not anchored not stored refs pending

Conditional Set Generation with Transformers

Adam R Kosiorek, Danilo J Rezende, Hyunjik Kim

arxiv:2006.16841 v2 · 2020-06-26 · cs.CV · 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{NG3ZVQCRU4F7CTLUIKTHWO5E2S}

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

Generative Skill Composition for LLM Agents

Receipt and verification

First computed	2026-07-05T01:15:27.282234Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69b79ac051a70bf14d7442a67b3ba4d4a80c36db6170f0d316964e11619c47b1

Aliases

arxiv: 2006.16841 · arxiv_version: 2006.16841v2 · doi: 10.48550/arxiv.2006.16841 · pith_short_12: NG3ZVQCRU4F7 · pith_short_16: NG3ZVQCRU4F7CTLU · pith_short_8: NG3ZVQCR

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/NG3ZVQCRU4F7CTLUIKTHWO5E2S \
  | 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: 69b79ac051a70bf14d7442a67b3ba4d4a80c36db6170f0d316964e11619c47b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0f8b7af49ccdf38ad468f354a370ff7c1d60eb711b2c51ef838f3668dab5230",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2020-06-26T17:52:27Z",
    "title_canon_sha256": "4a0178e08fb16a55fc0a3d7caa3bd10d94c86d41e1d332fb83d11a6a48a41bbd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.16841",
    "kind": "arxiv",
    "version": 2
  }
}