Pith Number

pith:W5TDVVF5

pith:2025:W5TDVVF5L4MBIWDG7Z7A5J5GQI

not attested not anchored not stored refs pending

Towards Mechanistic Interpretability of Graph Transformers via Attention Graphs

Batu El, Chaitanya K. Joshi, Deepro Choudhury, Pietro Li\`o

arxiv:2502.12352 v2 · 2025-02-17 · cs.LG · 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{W5TDVVF5L4MBIWDG7Z7A5J5GQI}

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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

5 papers in Pith

SLASH the Sink: Sharpening Structural Attention Inside LLMs

Task complexity shapes internal representations and robustness in neural networks

When Numbers Start Talking: Implicit Numerical Coordination Among LLM-Based Agents

SLASH the Sink: Sharpening Structural Attention Inside LLMs

Receipt and verification

First computed	2026-07-05T10:19:39.404939Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7663ad4bd5f18145866fe7e0ea7a6822eedac0c5787463c870454057f8b1d52

Aliases

arxiv: 2502.12352 · arxiv_version: 2502.12352v2 · doi: 10.48550/arxiv.2502.12352 · pith_short_12: W5TDVVF5L4MB · pith_short_16: W5TDVVF5L4MBIWDG · pith_short_8: W5TDVVF5

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/W5TDVVF5L4MBIWDG7Z7A5J5GQI \
  | 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: b7663ad4bd5f18145866fe7e0ea7a6822eedac0c5787463c870454057f8b1d52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f727180fc35d86046ddd66afd8a47405a4681f738756cf0883dab71c16116b88",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T22:35:16Z",
    "title_canon_sha256": "11f167027b3ef364902e67bae98795049c14fbaf42d2e4d65fcf60a50862b23d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12352",
    "kind": "arxiv",
    "version": 2
  }
}