Pith Number

pith:WOIQ2GHI

pith:2024:WOIQ2GHI467TQQK3IYSS6HHEOL

not attested not anchored not stored refs pending

Reflect-RL: Two-Player Online RL Fine-Tuning for LMs

Beibin Li, Runlong Zhou, Simon S. Du

arxiv:2402.12621 v2 · 2024-02-20 · cs.LG · 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{WOIQ2GHI467TQQK3IYSS6HHEOL}

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

LLM Economist: Large Population Models and Mechanism Design in Multi-Agent Generative Simulacra

Receipt and verification

First computed	2026-07-05T08:28:27.055801Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b3910d18e8e7bf38415b46252f1ce472ec8e31072ff18355f788cee5e714ac30

Aliases

arxiv: 2402.12621 · arxiv_version: 2402.12621v2 · doi: 10.48550/arxiv.2402.12621 · pith_short_12: WOIQ2GHI467T · pith_short_16: WOIQ2GHI467TQQK3 · pith_short_8: WOIQ2GHI

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/WOIQ2GHI467TQQK3IYSS6HHEOL \
  | 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: b3910d18e8e7bf38415b46252f1ce472ec8e31072ff18355f788cee5e714ac30

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e03407e32a4c66ec3ade7c8d440a54b64bf9724e1bd80e5f3e3e3ec5e88ea04d",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-20T01:04:21Z",
    "title_canon_sha256": "d04fa027ef9818bba87efaf1fcac000140867f102262a267999ad64d085a75e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12621",
    "kind": "arxiv",
    "version": 2
  }
}