Pith. sign in
Pith Number

pith:SRQXEJZJ

pith:2025:SRQXEJZJRQB5XVRMH4XVK3FIYW
not attested not anchored not stored refs pending

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning

Juntian Liu, Xinhe Xu, Yihong Jin, Ze Yang

arxiv:2506.07411 v1 · 2025-06-09 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SRQXEJZJRQB5XVRMH4XVK3FIYW}

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 2026-07-05T11:18:26.840229Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

94617227298c03dbd62c3f2f556ca8c5ac370567c0ad6011041827fa3b6b16c7

Aliases

arxiv: 2506.07411 · arxiv_version: 2506.07411v1 · doi: 10.48550/arxiv.2506.07411 · pith_short_12: SRQXEJZJRQB5 · pith_short_16: SRQXEJZJRQB5XVRM · pith_short_8: SRQXEJZJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SRQXEJZJRQB5XVRMH4XVK3FIYW \
  | 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: 94617227298c03dbd62c3f2f556ca8c5ac370567c0ad6011041827fa3b6b16c7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e2dca2c64de21187981c87bcd69159844b0a33dc5c8a100c449352607778c261",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-09T04:14:05Z",
    "title_canon_sha256": "d17f90d2124c26e010e27a62a305716da4819d65bae84fadfa8fb34b7c1df9d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.07411",
    "kind": "arxiv",
    "version": 1
  }
}