Pith Number

pith:3EHXXDP4

pith:2023:3EHXXDP43RT3FJMYYZLZT34YBS

not attested not anchored not stored refs pending

DeepSpeed-Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scales

Ammar Ahmad Awan, Conglong Li, Connor Holmes, Heyang Qin, Jeff Rasley, Lev Kurilenko, Masahiro Tanaka, Michael Wyatt, Minjia Zhang, Molly Smith, Olatunji Ruwase, Reza Yazdani Aminabadi, Samyam Rajbhandari, Shuai Che, Shuaiwen Leon Song, Xiaoxia Wu, Yuxiong He, Zhewei Yao, Zhongzhu Zhou

arxiv:2308.01320 v1 · 2023-08-02 · 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{3EHXXDP43RT3FJMYYZLZT34YBS}

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

18 papers in Pith

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems

Libra: Efficient Resource Management for Agentic RL Post-Training

Spend Your Rollouts Where It Counts: Rollout Allocation for Group-Based RL Post-Training

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL

PlexRL: Cluster-Level Orchestration of Serviceized LLM Execution for RLVR

Receipt and verification

First computed	2026-07-05T06:37:17.028080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d90f7b8dfcdc67b2a598c65799ef980c99fe4d3a02f46d285937c200daff5a5b

Aliases

arxiv: 2308.01320 · arxiv_version: 2308.01320v1 · doi: 10.48550/arxiv.2308.01320 · pith_short_12: 3EHXXDP43RT3 · pith_short_16: 3EHXXDP43RT3FJMY · pith_short_8: 3EHXXDP4

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/3EHXXDP43RT3FJMYYZLZT34YBS \
  | 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: d90f7b8dfcdc67b2a598c65799ef980c99fe4d3a02f46d285937c200daff5a5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66a6682173ee64b0e10d52ab6932266ebf5049a34bb6b538511f492c718992d1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-02T18:49:57Z",
    "title_canon_sha256": "d1e1fb92f63989fe1977450edbd3fe65222ed0513b90bbb5f6ccfa9f85dfc00e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.01320",
    "kind": "arxiv",
    "version": 1
  }
}