Pith Number

pith:NNC6QVEN

pith:2022:NNC6QVENTLUBZSYVD6KFZN7PLQ

not attested not anchored not stored refs pending

Dynamic Noises of Multi-Agent Environments Can Improve Generalization: Agent-based Models meets Reinforcement Learning

Amal Feriani, Bob McLeod, Mohamed Akrout

arxiv:2204.14076 v1 · 2022-03-26 · cs.MA · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NNC6QVENTLUBZSYVD6KFZN7PLQ}

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	2026-07-05T04:18:57.273047Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b45e8548d9ae81ccb151f945cb7ef5c041ab9ec091eb91ea8c9a1052929a32c

Aliases

arxiv: 2204.14076 · arxiv_version: 2204.14076v1 · doi: 10.48550/arxiv.2204.14076 · pith_short_12: NNC6QVENTLUB · pith_short_16: NNC6QVENTLUBZSYV · pith_short_8: NNC6QVEN

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/NNC6QVENTLUBZSYVD6KFZN7PLQ \
  | 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: 6b45e8548d9ae81ccb151f945cb7ef5c041ab9ec091eb91ea8c9a1052929a32c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7898666cf93d18e4cc5250045d72b4947318bf5ec16ac3c43f0f9682f296b13b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-03-26T09:56:30Z",
    "title_canon_sha256": "6fb67116e55350c20dfeb7c3c267ef830bcc258a77e76677fc77cd386ec6a8e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.14076",
    "kind": "arxiv",
    "version": 1
  }
}