Pith Number

pith:BLIEBNKX

pith:2021:BLIEBNKX545VNN467ZQBM47Z2Y

not attested not anchored not stored refs pending

Self-play Learning Strategies for Resource Assignment in Open-RAN Networks

Arjun Parekh, Jonathan D Thomas, Raul Santos-Rodriguez, Robert J Piechocki, Shipra Kapoor, Xiaoyang Wang

arxiv:2103.02649 v1 · 2021-03-03 · 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{BLIEBNKX545VNN467ZQBM47Z2Y}

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	2026-07-05T02:20:19.700180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ad040b557ef3b56b79efe601673f9d6208d2f6e3d6411f62e71092fd6d593fd

Aliases

arxiv: 2103.02649 · arxiv_version: 2103.02649v1 · doi: 10.48550/arxiv.2103.02649 · pith_short_12: BLIEBNKX545V · pith_short_16: BLIEBNKX545VNN46 · pith_short_8: BLIEBNKX

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/BLIEBNKX545VNN467ZQBM47Z2Y \
  | 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: 0ad040b557ef3b56b79efe601673f9d6208d2f6e3d6411f62e71092fd6d593fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15136e65843c22c2187e4a27061973d10a4724ac766b03663dcb672efaab8bc5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2021-03-03T19:31:29Z",
    "title_canon_sha256": "3bd43d36383ea7d89db05a408350c4e4c68c3c72dbf433cd15d847247d7ac874"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.02649",
    "kind": "arxiv",
    "version": 1
  }
}