Pith Number

pith:CLEBFYI5

pith:2024:CLEBFYI5EFASIMLEU62XSZ57VK

not attested not anchored not stored refs pending

Efficient Reinforcement Learning with Large Language Model Priors

Haifeng Zhang, Haitham Bou Ammar, Jun Wang, Mengyue Yang, Xidong Feng, Xue Yan, Yan Song

arxiv:2410.07927 v1 · 2024-10-10 · cs.LG

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\usepackage{pith}
\pithnumber{CLEBFYI5EFASIMLEU62XSZ57VK}

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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

3 papers in Pith

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Reinforcement Learning Foundation Models Should Already Be A Thing

Low-rank Optimization Trajectories Modeling for LLM RLVR Acceleration

Receipt and verification

First computed	2026-07-05T09:18:46.301410Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12c812e11d2141243164a7b57967bfaaaaf82aee0776ff1c0f2f82e512e1b6a6

Aliases

arxiv: 2410.07927 · arxiv_version: 2410.07927v1 · doi: 10.48550/arxiv.2410.07927 · pith_short_12: CLEBFYI5EFAS · pith_short_16: CLEBFYI5EFASIMLE · pith_short_8: CLEBFYI5

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/CLEBFYI5EFASIMLEU62XSZ57VK \
  | 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: 12c812e11d2141243164a7b57967bfaaaaf82aee0776ff1c0f2f82e512e1b6a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ccfe0f460b305e145e1ce20ea65e03b38e51fdd3aaf5eb08f791c89ace758efb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-10T13:54:11Z",
    "title_canon_sha256": "589af001907bfd437bee4626efb66f0392fa807298acb6f51f79f033053726bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07927",
    "kind": "arxiv",
    "version": 1
  }
}