Pith Number

pith:AGW7JCS4

pith:2025:AGW7JCS4ROCMPZW7LLFZHAS5YP

not attested not anchored not stored refs pending

Sustainable Smart Farm Networks: Enhancing Resilience and Efficiency with Decision Theory-Guided Deep Reinforcement Learning

Dian Chen, Dong Sam Ha, Jin-Hee Cho, Zelin Wan

arxiv:2505.03721 v1 · 2025-05-06 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AGW7JCS4ROCMPZW7LLFZHAS5YP}

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	2026-07-05T10:59:21.049901Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01adf48a5c8b84c7e6df5acb93825dc3ff2c2a836db06d05ec8bdf49cfd3e3c7

Aliases

arxiv: 2505.03721 · arxiv_version: 2505.03721v1 · doi: 10.48550/arxiv.2505.03721 · pith_short_12: AGW7JCS4ROCM · pith_short_16: AGW7JCS4ROCMPZW7 · pith_short_8: AGW7JCS4

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/AGW7JCS4ROCMPZW7LLFZHAS5YP \
  | 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: 01adf48a5c8b84c7e6df5acb93825dc3ff2c2a836db06d05ec8bdf49cfd3e3c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bf3acba18d115aea9070fdf3685d9fb0d6bad39c332dda60851e698b9f8c042",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-06T17:49:06Z",
    "title_canon_sha256": "4f331bc4ad44b5ce0e9028a0247e36327861f46d29e5815a9256f7e15d982c3b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.03721",
    "kind": "arxiv",
    "version": 1
  }
}