Pith Number

pith:R6L6YJY4

pith:2025:R6L6YJY4TNW2OSQKPLKYRXRAI6

not attested not anchored not stored refs pending

REACH: Reinforcement Learning for Efficient Allocation in Community and Heterogeneous Networks

Bo Liu, Chengze Du, Heng Xu, Jialong Li, Ying Zhou, Zhiwei Yu

arxiv:2508.12857 v1 · 2025-08-18 · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R6L6YJY4TNW2OSQKPLKYRXRAI6}

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	2026-07-05T11:55:28.300525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f97ec271c9b6da74a0a7ad588de20478ccdd71df9b991494f2d58832d6693ad

Aliases

arxiv: 2508.12857 · arxiv_version: 2508.12857v1 · doi: 10.48550/arxiv.2508.12857 · pith_short_12: R6L6YJY4TNW2 · pith_short_16: R6L6YJY4TNW2OSQK · pith_short_8: R6L6YJY4

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/R6L6YJY4TNW2OSQKPLKYRXRAI6 \
  | 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: 8f97ec271c9b6da74a0a7ad588de20478ccdd71df9b991494f2d58832d6693ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9b38cbec36a2676f10e9cba19bad9f8e99930bc0733c1e8a2ea76e23cb66229",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-08-18T11:53:38Z",
    "title_canon_sha256": "8dabca8e3ad772752796e49beb6f9080aeb95bf484784f3afd49ad3697742abf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.12857",
    "kind": "arxiv",
    "version": 1
  }
}