Pith Number

pith:TYTUNU4M

pith:2026:TYTUNU4MJCORGMRYAPWAOCDBDD

not attested not anchored not stored refs pending

Enhancing Cloud Network Resilience via a Robust LLM-Empowered Multi-Agent Reinforcement Learning Framework

Feiyang Li, Guoshun Nan, Hao Hu, Jipeng Tang, Xinye Cao, Yingchang Jiang, Yixiao Peng, Yuling Liu

arxiv:2601.07122 v2 · 2026-01-12 · cs.CR · cs.AI · 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{TYTUNU4MJCORGMRYAPWAOCDBDD}

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	2026-05-20T00:04:21.198511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e2746d38c489d13323803ec07086118ff54b0c6b81aa29362c317777277f368

Aliases

arxiv: 2601.07122 · arxiv_version: 2601.07122v2 · doi: 10.48550/arxiv.2601.07122 · pith_short_12: TYTUNU4MJCOR · pith_short_16: TYTUNU4MJCORGMRY · pith_short_8: TYTUNU4M

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/TYTUNU4MJCORGMRYAPWAOCDBDD \
  | 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: 9e2746d38c489d13323803ec07086118ff54b0c6b81aa29362c317777277f368

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93948db2be12837e1959f980f5db46e1e900779dfecfa32256e40f5419d7d5ee",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-01-12T01:25:41Z",
    "title_canon_sha256": "5843114b743d0cd1a4330a255af66c6d079bf58d3020e4dd0f804998e34c800c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.07122",
    "kind": "arxiv",
    "version": 2
  }
}