Pith Number

pith:VIOU6QQI

pith:2024:VIOU6QQI3Y74CJER4MC64XLZ4X

not attested not anchored not stored refs pending

NeMo-Aligner: Scalable Toolkit for Efficient Model Alignment

Ali Taghibakhshi, Ashwath Aithal, Daniel Egert, Gerald Shen, Jiaqi Zeng, Jimmy Zhang, Markel Sanz Ausin, Oleksii Kuchaiev, Olivier Delalleau, Sahil Jain, Shengyang Sun, Yi Dong, Zhilin Wang

arxiv:2405.01481 v2 · 2024-05-02 · cs.CL · cs.AI · 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{VIOU6QQI3Y74CJER4MC64XLZ4X}

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

7 papers in Pith

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization

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

AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs

RLBoost: Harvesting Preemptible Resources for Cost-Efficient Reinforcement Learning on LLMs

Seer: Online Context Learning for Fast Synchronous LLM Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:02:18.973664Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa1d4f4208de3fc12491e305ee5d79e5f6c7405587cdb777c8c1d3d613dadddc

Aliases

arxiv: 2405.01481 · arxiv_version: 2405.01481v2 · doi: 10.48550/arxiv.2405.01481 · pith_short_12: VIOU6QQI3Y74 · pith_short_16: VIOU6QQI3Y74CJER · pith_short_8: VIOU6QQI

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/VIOU6QQI3Y74CJER4MC64XLZ4X \
  | 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: aa1d4f4208de3fc12491e305ee5d79e5f6c7405587cdb777c8c1d3d613dadddc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59a3ea2437e63c2289d2921b931696bbad1489c996a93ebd87b88e2ca52cd096",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-02T17:13:40Z",
    "title_canon_sha256": "a0fc50f14f980347d7d4748c3650e8614ac8705ccf1fb62bffbf555cb97df72d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.01481",
    "kind": "arxiv",
    "version": 2
  }
}