Pith Number

pith:2DRK2ICF

pith:2026:2DRK2ICFQ2KB67BDN7YDLLPNDG

not attested not anchored not stored refs pending

MCLMR: A Model-Agnostic Causal Learning Framework for Multi-Behavior Recommendation

Bing Yin, Chao Wang, Hao Li, Junjie Meng, Ranxu zhang, Yanyong Zhang, Ying Sun, Ziqi Xu

arxiv:2603.25126 v2 · 2026-03-26 · cs.IR · 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{2DRK2ICFQ2KB67BDN7YDLLPNDG}

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.

Receipt and verification

First computed	2026-07-07T02:19:49.987668Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0e2ad204586941f7c236ff035aded19ab654d821cf520c2a0a5abdda831806d

Aliases

arxiv: 2603.25126 · arxiv_version: 2603.25126v2 · doi: 10.48550/arxiv.2603.25126 · pith_short_12: 2DRK2ICFQ2KB · pith_short_16: 2DRK2ICFQ2KB67BD · pith_short_8: 2DRK2ICF

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/2DRK2ICFQ2KB67BDN7YDLLPNDG \
  | 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: d0e2ad204586941f7c236ff035aded19ab654d821cf520c2a0a5abdda831806d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14e8ef7e74dccec7029e5e52a56fe8ebfb8f6c2f36c1c18212ac2bf5f0bf0b54",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2026-03-26T07:51:14Z",
    "title_canon_sha256": "7e4322a1285e52c9a50f4a6cfce95b752f2ea72c3c43a081c0b2510137df0096"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.25126",
    "kind": "arxiv",
    "version": 2
  }
}