Pith Number

pith:PNBZHVVN

pith:2024:PNBZHVVNWGFAZVLHMX2TN3C5QG

not attested not anchored not stored refs pending

Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods

Gaoqi Liang, Guolong Liu, Huan Zhao, Jinyue Yan, Junhua Zhao, Ting Shu, Yue Chen, Yuheng Cheng, Yuji Cao, Yun Li

arxiv:2404.00282 v3 · 2024-03-30 · cs.LG · cs.AI · cs.CL · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PNBZHVVNWGFAZVLHMX2TN3C5QG}

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

Is Inter-Seed Cross-Play Enough? Evaluating the Robustness of Zero-Shot Coordination Algorithms to Implementation Details

Receipt and verification

First computed	2026-07-05T09:37:52.651656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b4393d6adb18a0cd56765f536ec5d81a115faeb052349b352cd61e4e73ec29b

Aliases

arxiv: 2404.00282 · arxiv_version: 2404.00282v3 · doi: 10.48550/arxiv.2404.00282 · pith_short_12: PNBZHVVNWGFA · pith_short_16: PNBZHVVNWGFAZVLH · pith_short_8: PNBZHVVN

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/PNBZHVVNWGFAZVLHMX2TN3C5QG \
  | 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: 7b4393d6adb18a0cd56765f536ec5d81a115faeb052349b352cd61e4e73ec29b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c698c58b3da6aba5b94b2f780209d83a9979e6ac9df3a74bb0821c717c0c974b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-30T08:28:08Z",
    "title_canon_sha256": "9f5a8b74cae0278b07d250d6ec1df6cc1d5e35529cf6902ceb31e63904fa784b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.00282",
    "kind": "arxiv",
    "version": 3
  }
}