Pith Number

pith:3B3QFTDF

pith:2023:3B3QFTDF427RD6CWRQLMAGXBOF

not attested not anchored not stored refs pending

ReMax: A Simple, Effective, and Efficient Reinforcement Learning Method for Aligning Large Language Models

Ruoyu Sun, Tian Xu, Yang Yu, Yushun Zhang, Zhihang Lin, Zhi-Quan Luo, Ziniu Li

arxiv:2310.10505 v4 · 2023-10-16 · cs.LG

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\usepackage{pith}
\pithnumber{3B3QFTDF427RD6CWRQLMAGXBOF}

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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

20 papers in Pith

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

Rethinking Groups in Critic-Free RLVR

Trust Region On-Policy Distillation

Explicit Critic Guidance for Aligning Diffusion Models

Mechanistically Interpreting the Role of Sample Difficulty in RLVR for LLMs

Receipt and verification

First computed	2026-07-05T08:19:37.655148Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d87702cc65e6bf11f8568c16c01ae17144ee76c93ac559c12e0717da1fb88955

Aliases

arxiv: 2310.10505 · arxiv_version: 2310.10505v4 · doi: 10.48550/arxiv.2310.10505 · pith_short_12: 3B3QFTDF427R · pith_short_16: 3B3QFTDF427RD6CW · pith_short_8: 3B3QFTDF

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/3B3QFTDF427RD6CWRQLMAGXBOF \
  | 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: d87702cc65e6bf11f8568c16c01ae17144ee76c93ac559c12e0717da1fb88955

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99522b91743a4d84326fc86980148d6b5cdfee0dad1857aab5acf4a345321c8e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-16T15:25:14Z",
    "title_canon_sha256": "569d14f60508783cfd4a3bf94408309cc180689670d80c03deb421ce2692b633"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10505",
    "kind": "arxiv",
    "version": 4
  }
}