Pith Number

pith:D55T2K53

pith:2026:D55T2K536VGJYEOSNUE347FTCL

not attested not anchored not stored refs pending

Adversarial Network Imagination: Causal LLMs and Digital Twins for Proactive Telecom Mitigation

Luoxi Tang, Vignesh Sriram, Yuqiao Meng, Zhaohan Xi

arxiv:2602.13203 v2 · 2026-01-09 · cs.NI · 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{D55T2K536VGJYEOSNUE347FTCL}

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.

Cited by

1 paper in Pith

The Trap of Trajectory: Towards Understanding and Mitigating Spurious Correlations in Agentic Memory

Receipt and verification

First computed	2026-05-26T01:02:32.292786Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f7b3d2bbbf54c9c11d26d09be7cb312e0d67944cc6f3a38f6308f3fe2308a9f

Aliases

arxiv: 2602.13203 · arxiv_version: 2602.13203v2 · doi: 10.48550/arxiv.2602.13203 · pith_short_12: D55T2K536VGJ · pith_short_16: D55T2K536VGJYEOS · pith_short_8: D55T2K53

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/D55T2K536VGJYEOSNUE347FTCL \
  | 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: 1f7b3d2bbbf54c9c11d26d09be7cb312e0d67944cc6f3a38f6308f3fe2308a9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f5e1c2f6dbfb9a29f478bed3e591618ba8f1b50496207527d1f48c709b12d31",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2026-01-09T15:15:05Z",
    "title_canon_sha256": "6e5eb006745dab47dbe1305510915345309207bdd915e0855036067922730638"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.13203",
    "kind": "arxiv",
    "version": 2
  }
}