Pith Number

pith:4CGRPYVG

pith:2025:4CGRPYVG3GJUSNWQ6FLE5YJGFR

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping

Farshid Nooshi, Suining He

arxiv:2507.20377 v2 · 2025-07-27 · 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{4CGRPYVG3GJUSNWQ6FLE5YJGFR}

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	2026-07-05T11:45:15.613964Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e08d17e2a6d9934936d0f1564ee1262c7e647351e9e130afc3f6655de3b3c490

Aliases

arxiv: 2507.20377 · arxiv_version: 2507.20377v2 · doi: 10.48550/arxiv.2507.20377 · pith_short_12: 4CGRPYVG3GJU · pith_short_16: 4CGRPYVG3GJUSNWQ · pith_short_8: 4CGRPYVG

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/4CGRPYVG3GJUSNWQ6FLE5YJGFR \
  | 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: e08d17e2a6d9934936d0f1564ee1262c7e647351e9e130afc3f6655de3b3c490

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88523fc29b821efa2e9e2b61c52efc2cda4ddb61f88425f2906efe913bdc1e5e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-27T18:40:04Z",
    "title_canon_sha256": "4cf1f851461b1fd70cc13a7470b33f8ba7e2405dad7223e84d4196e356bf4315"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.20377",
    "kind": "arxiv",
    "version": 2
  }
}