Pith Number

pith:JU63OZBX

pith:2023:JU63OZBXWSEDUQ2JADGJKVQBWK

not attested not anchored not stored refs pending

An Adaptive Placement and Parallelism Framework for Accelerating RLHF Training

Fagui Mao, Jun Zhou, Lei Liang, Lin Ju, Shangchun Zhao, Weichang Wu, Xiaolu Zhang, Youshao Xiao, Zhenglei Zhou

arxiv:2312.11819 v3 · 2023-12-19 · cs.LG · cs.AI · 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{JU63OZBXWSEDUQ2JADGJKVQBWK}

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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

2 papers in Pith

DORA: A Scalable Asynchronous Reinforcement Learning System for Language Model Training

HybridFlow: A Flexible and Efficient RLHF Framework

Receipt and verification

First computed	2026-07-05T09:19:53.371302Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d3db76437b4883a434900cc955601b29c1ffc665f94b817e184af7c4902b2a5

Aliases

arxiv: 2312.11819 · arxiv_version: 2312.11819v3 · doi: 10.48550/arxiv.2312.11819 · pith_short_12: JU63OZBXWSED · pith_short_16: JU63OZBXWSEDUQ2J · pith_short_8: JU63OZBX

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/JU63OZBXWSEDUQ2JADGJKVQBWK \
  | 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: 4d3db76437b4883a434900cc955601b29c1ffc665f94b817e184af7c4902b2a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ce7102ca5decfd9d0edaa69284330701db3170a7507a0ce4a05edcdc7eac9fb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-19T03:24:55Z",
    "title_canon_sha256": "7e9f34dcba670b33e3020ec593561fbf7feb903972b36dea6ef74d6363796130"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.11819",
    "kind": "arxiv",
    "version": 3
  }
}