Pith Number

pith:HNJE237F

pith:2021:HNJE237FN2MEMHL2UUXTJAH5NT

not attested not anchored not stored refs pending

Sim-to-Real Transfer in Multi-agent Reinforcement Networking for Federated Edge Computing

Chen Chen, Minwoo Lee, Pinyarash Pinyoanuntapong, Pu Wang, Ravikumar Balakrishnan, Tagore Pothuneedi

arxiv:2110.08952 v1 · 2021-10-18 · cs.NI · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HNJE237FN2MEMHL2UUXTJAH5NT}

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	2026-07-05T03:23:22.272457Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b524d6fe56e98461d7aa52f3480fd6ccd1bf53cab0aef1ed749e0b641942374

Aliases

arxiv: 2110.08952 · arxiv_version: 2110.08952v1 · doi: 10.48550/arxiv.2110.08952 · pith_short_12: HNJE237FN2ME · pith_short_16: HNJE237FN2MEMHL2 · pith_short_8: HNJE237F

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/HNJE237FN2MEMHL2UUXTJAH5NT \
  | 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: 3b524d6fe56e98461d7aa52f3480fd6ccd1bf53cab0aef1ed749e0b641942374

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "133b356ef31bb4ece3cdf88b9f4b1aa83d56a08b2477e65cf8b79bbb4bba40b9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2021-10-18T00:21:07Z",
    "title_canon_sha256": "e69ca704af595374dfc76bd0ac4275e8958556f9c33dd8e8e61f5b59e2050a5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.08952",
    "kind": "arxiv",
    "version": 1
  }
}