Pith Number

pith:L5AXDG3P

pith:2024:L5AXDG3PU6VOFEAQEQMRIYOY6F

not attested not anchored not stored refs pending

ReaL: Efficient RLHF Training of Large Language Models with Parameter Reallocation

Guangju Wang, Huanchen Zhang, Kaiwei Li, Wei Fu, Yi Wu, Zhiyu Mei

arxiv:2406.14088 v2 · 2024-06-20 · cs.DC · cs.AI · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L5AXDG3PU6VOFEAQEQMRIYOY6F}

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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

6 papers in Pith

Next-Generation Agentic Reinforcement Learning Systems Enable Self-Evolving Agents

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

AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs

Seer: Online Context Learning for Fast Synchronous LLM Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:53:10.623392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f41719b6fa7aae2901024191461d8f1460affcaef6722aa3a39064d71843e76

Aliases

arxiv: 2406.14088 · arxiv_version: 2406.14088v2 · doi: 10.48550/arxiv.2406.14088 · pith_short_12: L5AXDG3PU6VO · pith_short_16: L5AXDG3PU6VOFEAQ · pith_short_8: L5AXDG3P

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/L5AXDG3PU6VOFEAQEQMRIYOY6F \
  | 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: 5f41719b6fa7aae2901024191461d8f1460affcaef6722aa3a39064d71843e76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11bc9b4cca7caa5a4acc3c936471da2ddd258f74bd4c03cf64a7d1c975954f95",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-06-20T08:04:07Z",
    "title_canon_sha256": "da7ec43cbeb19100f4ef4804d02de73984a8aa2b0ed119a868b59912cfe19823"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.14088",
    "kind": "arxiv",
    "version": 2
  }
}