Pith Number

pith:AXRMISXN

pith:2024:AXRMISXNT4N4LQSAU3YV2XPH7F

not attested not anchored not stored refs pending

Multi-Behavior Generative Recommendation

Julian McAuley, Yupeng Hou, Zihan Liu

arxiv:2405.16871 v2 · 2024-05-27 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AXRMISXNT4N4LQSAU3YV2XPH7F}

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

Efficient and Effective Query Context-Aware Learning-to-Rank Model for Sequential Recommendation

Receipt and verification

First computed	2026-07-05T08:49:53.373031Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

05e2c44aed9f1bc5c240a6f15d5de7f95a3d62227861fe90143a54237e1bad5d

Aliases

arxiv: 2405.16871 · arxiv_version: 2405.16871v2 · doi: 10.48550/arxiv.2405.16871 · pith_short_12: AXRMISXNT4N4 · pith_short_16: AXRMISXNT4N4LQSA · pith_short_8: AXRMISXN

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/AXRMISXNT4N4LQSAU3YV2XPH7F \
  | 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: 05e2c44aed9f1bc5c240a6f15d5de7f95a3d62227861fe90143a54237e1bad5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6b266c3765ae25dcd6773b32ef24456245b3a8c40f6f9bd8433b3ccea97290c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-05-27T06:39:36Z",
    "title_canon_sha256": "cb0cefb86a9ddb0cdbe83ce8a4831a034bc2b8fc58d3125ab6f375768cf86650"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16871",
    "kind": "arxiv",
    "version": 2
  }
}