Pith Number

pith:EFLZ7JRH

pith:2026:EFLZ7JRHWCRT4FLCHOJA7KBDLA

not attested not anchored not stored refs pending

Reformulate LLM Reinforcement Learning for Efficient Training under Black-box Discrepancy

Hongyao Tang, Jiashun Liu, Jing Liang, Ling Pan, Runze Liu, Xu Wan

arxiv:2606.08779 v1 · 2026-06-07 · 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{EFLZ7JRHWCRT4FLCHOJA7KBDLA}

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.

Receipt and verification

First computed	2026-06-09T02:07:38.980320Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21579fa627b0a33e15623b920fa823580707944e14085644c26bc840bb3c4e92

Aliases

arxiv: 2606.08779 · arxiv_version: 2606.08779v1 · doi: 10.48550/arxiv.2606.08779 · pith_short_12: EFLZ7JRHWCRT · pith_short_16: EFLZ7JRHWCRT4FLC · pith_short_8: EFLZ7JRH

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/EFLZ7JRHWCRT4FLCHOJA7KBDLA \
  | 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: 21579fa627b0a33e15623b920fa823580707944e14085644c26bc840bb3c4e92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4596793964a94577ade9323ca86155660ce8b82d4941c826648aca9bad6f3e9b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-07T18:49:33Z",
    "title_canon_sha256": "606b8dfbfdbca28f7233297ab6b62a10d63420e8c12339e0b78370fdc86c44f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.08779",
    "kind": "arxiv",
    "version": 1
  }
}