Pith Number

pith:H4POWWND

pith:2024:H4POWWND65FPCP4TLWXYDZYCU5

not attested not anchored not stored refs pending

Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement

Cheng Deng, Jun Wang, Junwei Liao, Muning Wen, Weinan Zhang, Ying Wen

arxiv:2402.06700 v4 · 2024-02-09 · cs.LG · 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{H4POWWND65FPCP4TLWXYDZYCU5}

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

Pairwise Preference Reward and Group-Based Diversity Enhancement for Superior Open-Ended Generation

Receipt and verification

First computed	2026-07-05T08:28:05.743179Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f1eeb59a3f74af13f935daf81e702a77288d4cbc41cb8c36e4bf8765c01844a

Aliases

arxiv: 2402.06700 · arxiv_version: 2402.06700v4 · doi: 10.48550/arxiv.2402.06700 · pith_short_12: H4POWWND65FP · pith_short_16: H4POWWND65FPCP4T · pith_short_8: H4POWWND

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/H4POWWND65FPCP4TLWXYDZYCU5 \
  | 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: 3f1eeb59a3f74af13f935daf81e702a77288d4cbc41cb8c36e4bf8765c01844a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6e31d43fa1cf868b3d434249cf574ca5ffcf7417228ac6eac98530fbca55251",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-09T07:45:26Z",
    "title_canon_sha256": "5afbddf330adbce6e3d29126519a8ad1b2b565774fc282829e96e67585f6365d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06700",
    "kind": "arxiv",
    "version": 4
  }
}