Pith Number

pith:UEDZIVF2

pith:2024:UEDZIVF2NGLJ4UOSSF7PGJQ4ZO

not attested not anchored not stored refs pending

Large Language Models for Anomaly Detection in Computational Workflows: from Supervised Fine-Tuning to In-Context Learning

Anirban Mandal, Cong Wang, Ewa Deelman, George Papadimitriou, Hongwei Jin, Krishnan Raghavan, Pawel Zuk, Prasanna Balaprakash

arxiv:2407.17545 v1 · 2024-07-24 · cs.SE · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UEDZIVF2NGLJ4UOSSF7PGJQ4ZO}

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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

KRONE: Scalable LLM-Augmented Log Anomaly Detection via Hierarchical Abstraction

Receipt and verification

First computed	2026-07-05T08:48:17.570387Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1079454ba69969e51d2917ef3261ccbadc1e475dc76b8ac787fbdbeb86d71f9

Aliases

arxiv: 2407.17545 · arxiv_version: 2407.17545v1 · doi: 10.48550/arxiv.2407.17545 · pith_short_12: UEDZIVF2NGLJ · pith_short_16: UEDZIVF2NGLJ4UOS · pith_short_8: UEDZIVF2

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/UEDZIVF2NGLJ4UOSSF7PGJQ4ZO \
  | 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: a1079454ba69969e51d2917ef3261ccbadc1e475dc76b8ac787fbdbeb86d71f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdb4ceae7a8293ed802d35aec251081fa68973d002aab7a1b6d19ec9c6df7d3a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-24T16:33:04Z",
    "title_canon_sha256": "b41a6762dd0824fda427140a76c11e50423cefcdd1a133bdf3253a5f15e86bd4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.17545",
    "kind": "arxiv",
    "version": 1
  }
}