Pith Number

pith:67RENIBF

pith:2021:67RENIBF4ZTCLQ2GU25CMU4YLQ

not attested not anchored not stored refs pending

Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search

Junwen Yang, Surajit Chaudhuri, Yeye He

arxiv:2106.13861 v2 · 2021-06-25 · cs.DB · 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{67RENIBF4ZTCLQ2GU25CMU4YLQ}

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

LLaPipe: LLM-Guided Reinforcement Learning for Automated Data Preparation Pipeline Construction

Receipt and verification

First computed	2026-07-05T03:03:08.825202Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7e246a025e66625c346a6ba2653985c2fdf352b277b88e5aae6c8e5321d892c

Aliases

arxiv: 2106.13861 · arxiv_version: 2106.13861v2 · doi: 10.48550/arxiv.2106.13861 · pith_short_12: 67RENIBF4ZTC · pith_short_16: 67RENIBF4ZTCLQ2G · pith_short_8: 67RENIBF

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/67RENIBF4ZTCLQ2GU25CMU4YLQ \
  | 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: f7e246a025e66625c346a6ba2653985c2fdf352b277b88e5aae6c8e5321d892c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6fc81f3c21583237e668dfbbbb471cb58db03638a202ab911114e25d136f0d8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DB",
    "submitted_at": "2021-06-25T19:44:01Z",
    "title_canon_sha256": "dd8fa6b1801848f2993b2226b1493d8dbf2bc7fb73d8213583600271b655dbae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.13861",
    "kind": "arxiv",
    "version": 2
  }
}