Pith Number

pith:ZHXGLBZO

pith:2025:ZHXGLBZO3HGPVADSUOYN3ZZINS

not attested not anchored not stored refs pending

Geospatial Mechanistic Interpretability of Large Language Models

Kevin Roitero, Stefano Mizzaro, Stef De Sabbata

arxiv:2505.03368 v2 · 2025-05-06 · 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{ZHXGLBZO3HGPVADSUOYN3ZZINS}

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

2 papers in Pith

Interaction Locality in Hierarchical Recursive Reasoning

IoT-Brain: Grounding LLMs for Semantic-Spatial Sensor Scheduling

Receipt and verification

First computed	2026-07-05T11:01:36.174017Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9ee65872ed9ccfa8072a3b0dde7286c8af02b60437494dd1e0a3cb8ec87cf5c

Aliases

arxiv: 2505.03368 · arxiv_version: 2505.03368v2 · doi: 10.48550/arxiv.2505.03368 · pith_short_12: ZHXGLBZO3HGP · pith_short_16: ZHXGLBZO3HGPVADS · pith_short_8: ZHXGLBZO

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/ZHXGLBZO3HGPVADSUOYN3ZZINS \
  | 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: c9ee65872ed9ccfa8072a3b0dde7286c8af02b60437494dd1e0a3cb8ec87cf5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ce8e160395872b0e9a1e23968316098923aa76986ac9a1ec0547ed689d6cd34",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-06T09:40:06Z",
    "title_canon_sha256": "9aa304dea58076b425b28d058d0900fc0b000ee29e84f3cb4c5cab9fb0cbec0f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.03368",
    "kind": "arxiv",
    "version": 2
  }
}