Pith Number

pith:DH6W3E3Y

pith:2025:DH6W3E3YHXNICCMXYLPY6NYPVK

not attested not anchored not stored refs pending

State-Aware IoT Scheduling Using Deep Q-Networks and Edge-Based Coordination

Chang Liu, Juecen Zhan, Qingyuan He, Ran Hao, Weiqiang Huang

arxiv:2504.15577 v1 · 2025-04-22 · cs.NI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DH6W3E3YHXNICCMXYLPY6NYPVK}

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	2026-07-05T10:52:26.837891Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19fd6d93783dda810997c2df8f370faab89e2cb417770efa5b231be28ade5126

Aliases

arxiv: 2504.15577 · arxiv_version: 2504.15577v1 · doi: 10.48550/arxiv.2504.15577 · pith_short_12: DH6W3E3YHXNI · pith_short_16: DH6W3E3YHXNICCMX · pith_short_8: DH6W3E3Y

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/DH6W3E3YHXNICCMXYLPY6NYPVK \
  | 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: 19fd6d93783dda810997c2df8f370faab89e2cb417770efa5b231be28ade5126

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a58f3f6efe8faf629e888a452133901e50b154c5fa969327e5ed07db74cc917e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-04-22T04:24:16Z",
    "title_canon_sha256": "6e1a1947a3f2a49df36371ed66fb9fa60e1d1954301d44ba4bee313dae4b05ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.15577",
    "kind": "arxiv",
    "version": 1
  }
}