Pith Number

pith:X675ACVL

pith:2020:X675ACVLJ4ZTVRTWEEWBPE3XVT

not attested not anchored not stored refs pending

Reward Design in Cooperative Multi-agent Reinforcement Learning for Packet Routing

Hangyu Mao, Zhen Xiao, Zhibo Gong

arxiv:2003.03433 v1 · 2020-03-05 · cs.AI · 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{X675ACVLJ4ZTVRTWEEWBPE3XVT}

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	2026-07-05T00:46:21.335576Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bfbfd00aab4f333ac676212c179377ace88715b52422c722ad35f36a2fc61d99

Aliases

arxiv: 2003.03433 · arxiv_version: 2003.03433v1 · doi: 10.48550/arxiv.2003.03433 · pith_short_12: X675ACVLJ4ZT · pith_short_16: X675ACVLJ4ZTVRTW · pith_short_8: X675ACVL

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/X675ACVLJ4ZTVRTWEEWBPE3XVT \
  | 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: bfbfd00aab4f333ac676212c179377ace88715b52422c722ad35f36a2fc61d99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c688df2ddcff1281ea096736ec08ef0cad40d0bfdf3c1e20d332829b9abe65f",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-03-05T02:27:46Z",
    "title_canon_sha256": "d36e19aa5dd14209dd0211f8b0d465c38dd8ee04f44cd6fc0f4acdec7fefebe4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.03433",
    "kind": "arxiv",
    "version": 1
  }
}