Pith Number

pith:VHDXVNSD

pith:2014:VHDXVNSDC2SL633EMN7B4JF35Q

not attested not anchored not stored refs pending

A Multiagent Reinforcement Learning Algorithm with Non-linear Dynamics

Sherief Abdallah, Victor Lesser

arxiv:1401.3454 v1 · 2014-01-15 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VHDXVNSDC2SL633EMN7B4JF35Q}

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	2026-05-18T03:02:09.015661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9c77ab64316a4bf6f64637e1e24bbec0e0dd1b3d784110e79375364dbf3f886

Aliases

arxiv: 1401.3454 · arxiv_version: 1401.3454v1 · doi: 10.48550/arxiv.1401.3454 · pith_short_12: VHDXVNSDC2SL · pith_short_16: VHDXVNSDC2SL633E · pith_short_8: VHDXVNSD

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/VHDXVNSDC2SL633EMN7B4JF35Q \
  | 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: a9c77ab64316a4bf6f64637e1e24bbec0e0dd1b3d784110e79375364dbf3f886

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e930d6abe27e72904f05922ae3dda67cd0dd7acec02c15888010570c36eaced5",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2014-01-15T05:13:47Z",
    "title_canon_sha256": "356a1b8aaed48def37cbc2b1c91b2f2d422f1d3bb7e881d70235eae2c6dd5faa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1401.3454",
    "kind": "arxiv",
    "version": 1
  }
}