Pith Number

pith:LGEZWJKD

pith:2016:LGEZWJKDD3H2JUHCVCBGQDJYYU

not attested not anchored not stored refs pending

Inverse Reinforcement Learning in Swarm Systems

Abdelhak M. Zoubir, Adrian \v{S}o\v{s}i\'c, Heinz Koeppl, Wasiur R. KhudaBukhsh

arxiv:1602.05450 v2 · 2016-02-17 · stat.ML · cs.AI · cs.MA · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LGEZWJKDD3H2JUHCVCBGQDJYYU}

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	2026-05-18T00:48:01.332033Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59899b25431ecfa4d0e2a882680d38c5115a30316106e90b23e8115952cba107

Aliases

arxiv: 1602.05450 · arxiv_version: 1602.05450v2 · doi: 10.48550/arxiv.1602.05450 · pith_short_12: LGEZWJKDD3H2 · pith_short_16: LGEZWJKDD3H2JUHC · pith_short_8: LGEZWJKD

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/LGEZWJKDD3H2JUHCVCBGQDJYYU \
  | 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: 59899b25431ecfa4d0e2a882680d38c5115a30316106e90b23e8115952cba107

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a0b7787634c8c7ff7177d5a8c29e0bf659eafdf82ae542095b1dcfa775dbb85",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-02-17T15:19:56Z",
    "title_canon_sha256": "f6b58f60f80203b00093bdb878dba45a1c1a037fd0cf56a762c3be9a13964582"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1602.05450",
    "kind": "arxiv",
    "version": 2
  }
}