Pith Number

pith:4EEHNOBV

pith:2024:4EEHNOBVIUBKTDCDUOCO7X4OAW

not attested not anchored not stored refs pending

Goal-Conditioned Supervised Learning for Multi-Objective Recommendation

Hilaf Hasson, Jing Hu, Joydeep Ghosh, Shijun Li

arxiv:2412.08911 v3 · 2024-12-12 · cs.LG · cs.AI · 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{4EEHNOBVIUBKTDCDUOCO7X4OAW}

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	2026-07-05T11:03:19.530863Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e10876b8354502a98c43a384efdf8e05913cfd4973be87eaea9a88874c70f725

Aliases

arxiv: 2412.08911 · arxiv_version: 2412.08911v3 · doi: 10.48550/arxiv.2412.08911 · pith_short_12: 4EEHNOBVIUBK · pith_short_16: 4EEHNOBVIUBKTDCD · pith_short_8: 4EEHNOBV

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/4EEHNOBVIUBKTDCDUOCO7X4OAW \
  | 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: e10876b8354502a98c43a384efdf8e05913cfd4973be87eaea9a88874c70f725

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "910d726e336f501bda1a86d609159a615729cdb3d81f668253ab7d15aa3f0bec",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-12T03:47:40Z",
    "title_canon_sha256": "71260c5e483a294ab00cc8c81ff4d62a62298a2b868f2435726971816d41c80d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08911",
    "kind": "arxiv",
    "version": 3
  }
}