Pith Number

pith:3O4WZA5G

pith:2023:3O4WZA5G5IG53LJSQFJYDKVZOS

not attested not anchored not stored refs pending

A Review of the Role of Causality in Developing Trustworthy AI Systems

Dren Fazlija, Gourab K. Patro, Johanna Schrader, Jonas Wallat, Koustav Rudra, Manolis Koubarakis, Marco Fisichella, Maryam Badar, Niloy Ganguly, Sandipan Sikdar, Wadhah Zai El Amri, Wolfgang Nejdl

arxiv:2302.06975 v1 · 2023-02-14 · 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{3O4WZA5G5IG53LJSQFJYDKVZOS}

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

Self-Explainability in Self-Adaptive and Self-Organising Systems: Status and Research Directions

Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution

Receipt and verification

First computed	2026-07-05T05:41:45.764234Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dbb96c83a6ea0dddad32815381aab97482ae92f382ab7a138fa1e8f10d9a8cc5

Aliases

arxiv: 2302.06975 · arxiv_version: 2302.06975v1 · doi: 10.48550/arxiv.2302.06975 · pith_short_12: 3O4WZA5G5IG5 · pith_short_16: 3O4WZA5G5IG53LJS · pith_short_8: 3O4WZA5G

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/3O4WZA5G5IG53LJSQFJYDKVZOS \
  | 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: dbb96c83a6ea0dddad32815381aab97482ae92f382ab7a138fa1e8f10d9a8cc5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16aea52ce3e7c55bddf7bf89ad2c8846cf969645a7c66bf7fb64474ec845020a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-02-14T11:08:26Z",
    "title_canon_sha256": "f33fdb950beefd427c73533a0140f3b8e6c558b88e534ad3e65fa2f4f4e45287"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.06975",
    "kind": "arxiv",
    "version": 1
  }
}