Pith Number

pith:EI45OZ7F

pith:2024:EI45OZ7FXP3YBU5BEWTPSO7ITE

not attested not anchored not stored refs pending

Adaptive Learning of Design Strategies over Non-Hierarchical Multi-Fidelity Models via Policy Alignment

Akash Agrawal (1), Christopher McComb (1) ((1) Carnegie Mellon University)

arxiv:2411.10841 v1 · 2024-11-16 · 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{EI45OZ7FXP3YBU5BEWTPSO7ITE}

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	2026-07-05T09:36:23.330521Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2239d767e5bbf780d3a125a6f93be899096bd5adf025ac0466e62a5885693938

Aliases

arxiv: 2411.10841 · arxiv_version: 2411.10841v1 · doi: 10.48550/arxiv.2411.10841 · pith_short_12: EI45OZ7FXP3Y · pith_short_16: EI45OZ7FXP3YBU5B · pith_short_8: EI45OZ7F

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/EI45OZ7FXP3YBU5BEWTPSO7ITE \
  | 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: 2239d767e5bbf780d3a125a6f93be899096bd5adf025ac0466e62a5885693938

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e70c75ef427092cb0788023a19be2811faac96c0d9fd65c3c239122b9ffade9c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-16T16:54:33Z",
    "title_canon_sha256": "982d5fae8989466e22405a1ec766489b861c5d6533833feb7066e58ffd3da24a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10841",
    "kind": "arxiv",
    "version": 1
  }
}