Pith Number

pith:7VKPIBWD

pith:2024:7VKPIBWDNDDRTPBOE2OPFCW7DA

not attested not anchored not stored refs pending

Leveraging Interpretability in the Transformer to Automate the Proactive Scaling of Cloud Resources

Amadou Ba, Chitra Subramanian, Pavithra Harsha

arxiv:2409.03103 v1 · 2024-09-04 · 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{7VKPIBWDNDDRTPBOE2OPFCW7DA}

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	2026-07-05T09:03:26.195193Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd54f406c368c719bc2e269cf28adf1825a8f46d015a28d22b81724b3afff81b

Aliases

arxiv: 2409.03103 · arxiv_version: 2409.03103v1 · doi: 10.48550/arxiv.2409.03103 · pith_short_12: 7VKPIBWDNDDR · pith_short_16: 7VKPIBWDNDDRTPBO · pith_short_8: 7VKPIBWD

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/7VKPIBWDNDDRTPBOE2OPFCW7DA \
  | 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: fd54f406c368c719bc2e269cf28adf1825a8f46d015a28d22b81724b3afff81b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "744d5a825d0dbbc4d306170268d17cbad583bdbf414d0657849fb1eb56cbff68",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-04T22:03:07Z",
    "title_canon_sha256": "74d4bb4a351391504936cd02bc24f6574d3b145e192ea89294a2a0b76d2b590d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.03103",
    "kind": "arxiv",
    "version": 1
  }
}