Pith Number

pith:SO4VX2BG

pith:2025:SO4VX2BG5HVLKWUQYK6RYAE6BY

not attested not anchored not stored refs pending

Bridging Offline and Online Reinforcement Learning for LLMs

Angelica Chen, Ilia Kulikov, Jack Lanchantin, Janice Lan, Jason E Weston, Jing Xu, Ping Yu, Sainbayar Sukhbaatar, Swarnadeep Saha, Tianlu Wang, Weizhe Yuan, Xian Li

arxiv:2506.21495 v1 · 2025-06-26 · 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{SO4VX2BG5HVLKWUQYK6RYAE6BY}

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

9 papers in Pith

Autodata: An agentic data scientist to create high quality synthetic data

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Step-by-Step Optimization-like Reasoning in LLMs over Expanding Search Spaces

Multi$^2$: Hierarchical Multi-Agent Decision-Making with LLM-Based Agents in Interactive Environments

Receipt and verification

First computed	2026-07-05T11:27:46.924461Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93b95be826e9eab55a90c2bd1c009e0e3a3f6c589ad1fd17792e0e2f54cd3637

Aliases

arxiv: 2506.21495 · arxiv_version: 2506.21495v1 · doi: 10.48550/arxiv.2506.21495 · pith_short_12: SO4VX2BG5HVL · pith_short_16: SO4VX2BG5HVLKWUQ · pith_short_8: SO4VX2BG

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/SO4VX2BG5HVLKWUQYK6RYAE6BY \
  | 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: 93b95be826e9eab55a90c2bd1c009e0e3a3f6c589ad1fd17792e0e2f54cd3637

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98c352dfcdf8386948fca0ff7a9a10f44fe6cc0544d07a6e70c2f6f2fcd70865",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-26T17:25:49Z",
    "title_canon_sha256": "3455f0f4217bb737f3663ed1c5ab44d5a0812b7a2d48babf48d4523fe5f24973"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.21495",
    "kind": "arxiv",
    "version": 1
  }
}