Pith Number

pith:UNMUUDIA

pith:2024:UNMUUDIAI4TGKOQV7FKVXC2YAJ

not attested not anchored not stored refs pending

Toward Enhanced Reinforcement Learning-Based Resource Management via Digital Twin: Opportunities, Applications, and Challenges

Nan Cheng, Tom Luan, Xiucheng Wang, Xuemin Shen, Zan Li, Zhisheng Yin

arxiv:2406.07857 v2 · 2024-06-12 · eess.SY · cs.LG · cs.NI · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UNMUUDIAI4TGKOQV7FKVXC2YAJ}

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	2026-07-05T08:32:42.539326Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3594a0d004726653a15f9555b8b5802743497387926266c0bc8e55a8e17a20e

Aliases

arxiv: 2406.07857 · arxiv_version: 2406.07857v2 · doi: 10.48550/arxiv.2406.07857 · pith_short_12: UNMUUDIAI4TG · pith_short_16: UNMUUDIAI4TGKOQV · pith_short_8: UNMUUDIA

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/UNMUUDIAI4TGKOQV7FKVXC2YAJ \
  | 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: a3594a0d004726653a15f9555b8b5802743497387926266c0bc8e55a8e17a20e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "252f39a13448067a31de089e9fce27287f64a45de1ee48f97bcf7f831d7e1090",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-06-12T04:14:24Z",
    "title_canon_sha256": "c0b11e29d581ff058f1d0fbc8f5b837f9aa30bf47cfcc7a3ff3f5bc521075c51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.07857",
    "kind": "arxiv",
    "version": 2
  }
}