Pith Number

pith:AEHJ4VOF

pith:2017:AEHJ4VOFJPJVNL3GUDW5XG5MAB

not attested not anchored not stored refs pending

A Survey of Machine Learning for Big Code and Naturalness

Charles Sutton, Earl T. Barr, Miltiadis Allamanis, Premkumar Devanbu

arxiv:1709.06182 v2 · 2017-09-18 · cs.SE · cs.LG · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AEHJ4VOFJPJVNL3GUDW5XG5MAB}

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

2 papers in Pith

RepoDoc: A Knowledge Graph-Based Framework to Automatic Documentation Generation and Incremental Updates

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Receipt and verification

First computed	2026-05-18T00:16:44.885036Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

010e9e55c54bd356af66a0eddb9bac0060ebc8aafa86169dca8105c2d77d9d74

Aliases

arxiv: 1709.06182 · arxiv_version: 1709.06182v2 · doi: 10.48550/arxiv.1709.06182 · pith_short_12: AEHJ4VOFJPJV · pith_short_16: AEHJ4VOFJPJVNL3G · pith_short_8: AEHJ4VOF

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/AEHJ4VOFJPJVNL3GUDW5XG5MAB \
  | 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: 010e9e55c54bd356af66a0eddb9bac0060ebc8aafa86169dca8105c2d77d9d74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a39ff4aab184ced6d640ef087cb98d18143d9eae1ca7eab07edbbc8a7f5d994f",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.PL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2017-09-18T22:03:51Z",
    "title_canon_sha256": "e2e4167a2d862b1d2d38542485efb02c4be08e847f4ec4237733d485661db577"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.06182",
    "kind": "arxiv",
    "version": 2
  }
}