Pith Number

pith:EWFWDWNK

pith:2023:EWFWDWNKVAIWMNIUC2QEUNTLIQ

not attested not anchored not stored refs pending

ESRL: Efficient Sampling-based Reinforcement Learning for Sequence Generation

Bei Li, Chenglong Wang, Hang Zhou, Jingbo Zhu, Tongran Liu, Tong Xiao, Yifu Huo, Yimin Hu

arxiv:2308.02223 v1 · 2023-08-04 · 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{EWFWDWNKVAIWMNIUC2QEUNTLIQ}

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	2026-07-05T06:37:39.486850Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

258b61d9aaa81166351416a04a366b4427e7d274d326c1af4c6c4ec89e595855

Aliases

arxiv: 2308.02223 · arxiv_version: 2308.02223v1 · doi: 10.48550/arxiv.2308.02223 · pith_short_12: EWFWDWNKVAIW · pith_short_16: EWFWDWNKVAIWMNIU · pith_short_8: EWFWDWNK

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/EWFWDWNKVAIWMNIUC2QEUNTLIQ \
  | 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: 258b61d9aaa81166351416a04a366b4427e7d274d326c1af4c6c4ec89e595855

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cf73833268a601c0c9ed87d423fc0ac14d32e9e50c17b7e3a1cf87578810955",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-04T09:35:45Z",
    "title_canon_sha256": "af866bbf2a2a633146ad667bb67c293b3f22731604fbaabd42332b0caac4a746"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.02223",
    "kind": "arxiv",
    "version": 1
  }
}