Pith Number

pith:QLUR2MTA

pith:2025:QLUR2MTAQI2N64OEVDQANKFXT5

not attested not anchored not stored refs pending

LLM-Guided Reinforcement Learning: Addressing Training Bottlenecks through Policy Modulation

Heng Tan, Hua Yan, Yu Yang

arxiv:2505.20671 v1 · 2025-05-27 · 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{QLUR2MTAQI2N64OEVDQANKFXT5}

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	2026-07-05T11:10:16.317345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82e91d32608234df71c4a8e006a8b79f7c7de5279b0f323b4a5cfdd6b0f18c5b

Aliases

arxiv: 2505.20671 · arxiv_version: 2505.20671v1 · doi: 10.48550/arxiv.2505.20671 · pith_short_12: QLUR2MTAQI2N · pith_short_16: QLUR2MTAQI2N64OE · pith_short_8: QLUR2MTA

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/QLUR2MTAQI2N64OEVDQANKFXT5 \
  | 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: 82e91d32608234df71c4a8e006a8b79f7c7de5279b0f323b4a5cfdd6b0f18c5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03165f2cc179ae988ade54af9f04582c2fd425043d318e6081c146f7737e1e9b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-27T03:40:02Z",
    "title_canon_sha256": "c06e14b40e1ba225cd6b9b1bac19230f43611b70544f396e51ea76720e5c7fc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20671",
    "kind": "arxiv",
    "version": 1
  }
}