Pith Number

pith:T7FUQOD4

pith:2025:T7FUQOD4MDBRTDMFCRBZ4WBLOX

not attested not anchored not stored refs pending

Model-Agnostic Knowledge Guided Correction for Improved Neural Surrogate Rollout

Bharat Srikishan, Daniel O'Malley, Mohamed Mehana, Nicholas Lubbers, Nikhil Muralidhar

arxiv:2503.10048 v2 · 2025-03-13 · 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{T7FUQOD4MDBRTDMFCRBZ4WBLOX}

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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.

Cited by

1 paper in Pith

Hybrid Neural World Models

Receipt and verification

First computed	2026-07-05T10:31:27.765272Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fcb48387c60c3198d8514439e582b75d5296a42bf937dd1241fb61995a707c5

Aliases

arxiv: 2503.10048 · arxiv_version: 2503.10048v2 · doi: 10.48550/arxiv.2503.10048 · pith_short_12: T7FUQOD4MDBR · pith_short_16: T7FUQOD4MDBRTDMF · pith_short_8: T7FUQOD4

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/T7FUQOD4MDBRTDMFCRBZ4WBLOX \
  | 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: 9fcb48387c60c3198d8514439e582b75d5296a42bf937dd1241fb61995a707c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7128fc9e206f23dbed9c112ab3b5531b1ddaff757a0a58c0c04b25c2065237e0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-13T05:00:23Z",
    "title_canon_sha256": "8ecb8526cd89ff141538917ee38cfdc9fb360ff1e592c2beb4b85046f5e352b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10048",
    "kind": "arxiv",
    "version": 2
  }
}