Pith Number

pith:HTSBSS4K

pith:2025:HTSBSS4KZQEY77CD7LLYE7YXRV

not attested not anchored not stored refs pending

Process-Supervised LLM Recommenders via Flow-guided Tuning

Chenxiao Fan, Chongming Gao, Mengyao Gao, Shuai Yuan, Wentao Shi, Xiangnan He

arxiv:2503.07377 v3 · 2025-03-10 · 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{HTSBSS4KZQEY77CD7LLYE7YXRV}

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

Fine-grained List-wise Alignment for Generative Medication Recommendation

Receipt and verification

First computed	2026-07-05T11:01:32.709440Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ce4194b8acc098ffc43fad7827f178d6220ef465b12148b59146a568a7f7baf

Aliases

arxiv: 2503.07377 · arxiv_version: 2503.07377v3 · doi: 10.48550/arxiv.2503.07377 · pith_short_12: HTSBSS4KZQEY · pith_short_16: HTSBSS4KZQEY77CD · pith_short_8: HTSBSS4K

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/HTSBSS4KZQEY77CD7LLYE7YXRV \
  | 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: 3ce4194b8acc098ffc43fad7827f178d6220ef465b12148b59146a568a7f7baf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa61192d6d7acf47d62a3a81eaab09f724e7c1b52e600a857e57d282222a3ecd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-03-10T14:31:00Z",
    "title_canon_sha256": "9221a2706da590e1870c41c84151aabb775e43ee28ef54ad72c629d183a66048"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.07377",
    "kind": "arxiv",
    "version": 3
  }
}