Pith Number

pith:SWITZQJK

pith:2019:SWITZQJK4A5EFWZIQFUWXFXJNZ

not attested not anchored not stored refs pending

Human-Guided Learning of Column Networks: Augmenting Deep Learning with Advice

Devendra Singh Dhami, Gautam Kunapuli, Mayukh Das, Sriraam Natarajan, Yang Yu

arxiv:1904.06950 v1 · 2019-04-15 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SWITZQJK4A5EFWZIQFUWXFXJNZ}

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	2026-05-17T23:48:35.664293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95913cc12ae03a42db2881696b96e96e57ac16e804fc0ee89688c18bcebd947d

Aliases

arxiv: 1904.06950 · arxiv_version: 1904.06950v1 · doi: 10.48550/arxiv.1904.06950 · pith_short_12: SWITZQJK4A5E · pith_short_16: SWITZQJK4A5EFWZI · pith_short_8: SWITZQJK

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/SWITZQJK4A5EFWZIQFUWXFXJNZ \
  | 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: 95913cc12ae03a42db2881696b96e96e57ac16e804fc0ee89688c18bcebd947d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "924dc5b0d28c3c81aa7cfd653c5bfeb5bca01897cacb297a50d0a149d4a8cfa5",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-15T10:23:10Z",
    "title_canon_sha256": "9af20b3452aff5d2cd0065bc3e8d185ad7e260d4fd00a9c300fd58bad49b824a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.06950",
    "kind": "arxiv",
    "version": 1
  }
}