Pith Number

pith:SMXIMVBW

pith:2018:SMXIMVBWPIK6BANF4JXCACPF5Y

not attested not anchored not stored refs pending

A New Concept of Deep Reinforcement Learning based Augmented General Sequence Tagging System

Abhishek Patel, Hongxia Jin, Yu Wang

arxiv:1812.10234 v1 · 2018-12-26 · cs.LG · cs.CL · 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{SMXIMVBWPIK6BANF4JXCACPF5Y}

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	2026-05-17T23:57:24.725951Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

932e8654367a15e081a5e26e2009e5ee2a983329365cf2d54cd062d5ef21b721

Aliases

arxiv: 1812.10234 · arxiv_version: 1812.10234v1 · doi: 10.48550/arxiv.1812.10234 · pith_short_12: SMXIMVBWPIK6 · pith_short_16: SMXIMVBWPIK6BANF · pith_short_8: SMXIMVBW

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/SMXIMVBWPIK6BANF4JXCACPF5Y \
  | 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: 932e8654367a15e081a5e26e2009e5ee2a983329365cf2d54cd062d5ef21b721

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28399d7fef6a78702ba59e69bc65f05d1ce1349d9bba302e072507aa769cd985",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-26T05:54:34Z",
    "title_canon_sha256": "78279843ecd5a12cc6c6533b6b216ae0dfc7d162787a27f85833e95a75e0d85e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.10234",
    "kind": "arxiv",
    "version": 1
  }
}