Pith Number

pith:FJ4UBNED

pith:2026:FJ4UBNED74ADW2B5KLNRAS7Z7K

not attested not anchored not stored refs pending

Progressive Generalization Augmentation with Deeply Coupled RND-PPO and Domain-Prioritized Noise Injection for Robust Crop Management Reinforcement Learning

Wu Yang

arxiv:2605.17428 v1 · 2026-05-17 · cs.LG · 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{FJ4UBNED74ADW2B5KLNRAS7Z7K}

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	2026-05-20T00:03:58.017161Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a7940b483ff003b683d52db104bf9fa94642c721a334710634050166c9fa9b5

Aliases

arxiv: 2605.17428 · arxiv_version: 2605.17428v1 · doi: 10.48550/arxiv.2605.17428 · pith_short_12: FJ4UBNED74AD · pith_short_16: FJ4UBNED74ADW2B5 · pith_short_8: FJ4UBNED

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/FJ4UBNED74ADW2B5KLNRAS7Z7K \
  | 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: 2a7940b483ff003b683d52db104bf9fa94642c721a334710634050166c9fa9b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "811161faafad371e0591369ef262ac444adf604ed784aa50b0bc7a0c7d73bd84",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-17T12:48:47Z",
    "title_canon_sha256": "d894d530e26576022e4747373b86f3c8bd1fd85891b5616cc2f0951ccfcae3d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.17428",
    "kind": "arxiv",
    "version": 1
  }
}