Pith Number

pith:GEDW6QJJ

pith:2020:GEDW6QJJ6IUFCXHM644NHSXPFH

not attested not anchored not stored refs pending

Causality Learning: A New Perspective for Interpretable Machine Learning

Guandong Xu, Qian Li, Shaowu Liu, Tri Dung Duong, Xianzhi Wang

arxiv:2006.16789 v2 · 2020-06-27 · cs.LG · cs.AI · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GEDW6QJJ6IUFCXHM644NHSXPFH}

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	2026-07-05T03:15:07.307302Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31076f4129f228515cecf738d3caef29e08c7ab08eb89a239fb3161e9b43d4ab

Aliases

arxiv: 2006.16789 · arxiv_version: 2006.16789v2 · doi: 10.48550/arxiv.2006.16789 · pith_short_12: GEDW6QJJ6IUF · pith_short_16: GEDW6QJJ6IUFCXHM · pith_short_8: GEDW6QJJ

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/GEDW6QJJ6IUFCXHM644NHSXPFH \
  | 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: 31076f4129f228515cecf738d3caef29e08c7ab08eb89a239fb3161e9b43d4ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ffffe17446c8bd25f5bd5dad0929d24a0ec76860845622bc75766de91265c40a",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-27T13:01:28Z",
    "title_canon_sha256": "1f970a23d1db605dcd83de2bdae9c27eed85cbf038c286aa296ddd0dd761b5d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.16789",
    "kind": "arxiv",
    "version": 2
  }
}