Pith Number

pith:TOWXEJQE

pith:2018:TOWXEJQEV6I3DX2WD3GP2OI4QU

not attested not anchored not stored refs pending

Continual Learning Augmented Investment Decisions

Artur d'Avila Garcez, Daniel Philps, Roy Batchelor, Tillman Weyde

arxiv:1812.02340 v4 · 2018-12-06 · cs.LG · cs.AI · q-fin.CP · q-fin.PM · q-fin.TR · 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{TOWXEJQEV6I3DX2WD3GP2OI4QU}

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	2026-05-17T23:55:33.888711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bad722604af91b1df561eccfd391c8531e191c9e10df0e73373e0773158333c

Aliases

arxiv: 1812.02340 · arxiv_version: 1812.02340v4 · doi: 10.48550/arxiv.1812.02340 · pith_short_12: TOWXEJQEV6I3 · pith_short_16: TOWXEJQEV6I3DX2W · pith_short_8: TOWXEJQE

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/TOWXEJQEV6I3DX2WD3GP2OI4QU \
  | 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: 9bad722604af91b1df561eccfd391c8531e191c9e10df0e73373e0773158333c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed1b801a0a5570657afcb6deabf3c2f6b548f33e0c0ef477102b29aee3e76ef4",
    "cross_cats_sorted": [
      "cs.AI",
      "q-fin.CP",
      "q-fin.PM",
      "q-fin.TR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-06T04:26:25Z",
    "title_canon_sha256": "fb1ed39beae92d5baca7c9a3f19268d5085f7f3c91d5e66f4871e8ed8b33079a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.02340",
    "kind": "arxiv",
    "version": 4
  }
}