Pith Number

pith:PL763SMK

pith:2021:PL763SMKU4VWJ7G3LEP2RCTTR5

not attested not anchored not stored refs pending

Decentralized Multi-Agent Reinforcement Learning for Task Offloading Under Uncertainty

Amal Feriani, Ekram Hossain, Yuanchao Xu

arxiv:2107.08114 v2 · 2021-07-16 · 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{PL763SMKU4VWJ7G3LEP2RCTTR5}

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	2026-07-05T03:00:34.856663Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7affedc98aa72b64fcdb591fa88a738f63ed92b9ab5ece0d36117b0d305504dc

Aliases

arxiv: 2107.08114 · arxiv_version: 2107.08114v2 · doi: 10.48550/arxiv.2107.08114 · pith_short_12: PL763SMKU4VW · pith_short_16: PL763SMKU4VWJ7G3 · pith_short_8: PL763SMK

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/PL763SMKU4VWJ7G3LEP2RCTTR5 \
  | 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: 7affedc98aa72b64fcdb591fa88a738f63ed92b9ab5ece0d36117b0d305504dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4173078352b1fb26e244b6368692ff5a93ee38a0bee2c1d69284babdef0b91ba",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-16T20:49:30Z",
    "title_canon_sha256": "bd3d9ac33be4acb093ad3f455ed44f266788a7316e9d80cde0708d9a283f603a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.08114",
    "kind": "arxiv",
    "version": 2
  }
}