Pith Number

pith:KZ47MROZ

pith:2026:KZ47MROZVUU6BCTXCK6FOOO4UP

not attested not anchored not stored refs pending

PILOT: Policy-Informed Learned Optimization for Adaptive Deep Network Training

Lama Ayash, Muhammad Mubashar, Naeemullah Khan, Sattam Altuuaim

arxiv:2605.24570 v1 · 2026-05-23 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KZ47MROZVUU6BCTXCK6FOOO4UP}

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	2026-05-26T01:03:46.874092Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5679f645d9ad29e08a7712bc5739dca3d08b98e2fc505591c441dbca8d72ee96

Aliases

arxiv: 2605.24570 · arxiv_version: 2605.24570v1 · doi: 10.48550/arxiv.2605.24570 · pith_short_12: KZ47MROZVUU6 · pith_short_16: KZ47MROZVUU6BCTX · pith_short_8: KZ47MROZ

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/KZ47MROZVUU6BCTXCK6FOOO4UP \
  | 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: 5679f645d9ad29e08a7712bc5739dca3d08b98e2fc505591c441dbca8d72ee96

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f2989232ff4a4e2f0b7ff229a5c80ae2d1a08bc7e98e82cbacea83fba394172",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-23T13:10:15Z",
    "title_canon_sha256": "a18634488a360c6ba39ef0a9b52e45ba77c8e5be3a0b2731ad56e652c9bc140a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.24570",
    "kind": "arxiv",
    "version": 1
  }
}