Pith Number

pith:QBB22QNJ

pith:2024:QBB22QNJJBN3DXHYCIABH3IZTF

not attested not anchored not stored refs pending

Natural Language Reinforcement Learning

Bo Liu, Girish A. Koushik, Haotian Fu, Jun Wang, Mengyue Yang, Xidong Feng, Yan Song, Ying Wen, Zhiyuan Hu, Ziyu Wan

arxiv:2411.14251 v3 · 2024-11-21 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QBB22QNJJBN3DXHYCIABH3IZTF}

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

2 papers in Pith

When Clients Stop Following: A Cognitive Conceptualization Diagram-driven Framework for Strategic Counseling

Learning from Language Feedback via Variational Policy Distillation

Receipt and verification

First computed	2026-07-05T11:10:48.990185Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8043ad41a9485bb1dcf8120013ed199954d162ae158ab4831346f6a2c4208df2

Aliases

arxiv: 2411.14251 · arxiv_version: 2411.14251v3 · doi: 10.48550/arxiv.2411.14251 · pith_short_12: QBB22QNJJBN3 · pith_short_16: QBB22QNJJBN3DXHY · pith_short_8: QBB22QNJ

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/QBB22QNJJBN3DXHYCIABH3IZTF \
  | 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: 8043ad41a9485bb1dcf8120013ed199954d162ae158ab4831346f6a2c4208df2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50fbf9e03d93d387d1831b6d2b1983b9ccba73f6f511755183457e59f79b9a8e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-21T15:57:02Z",
    "title_canon_sha256": "2730f12c8ea64b6b5a2cf8d1b0e0e2766b970f0598984d8a414a930985835a6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14251",
    "kind": "arxiv",
    "version": 3
  }
}