Pith Number

pith:WA6LMMN4

pith:2024:WA6LMMN4UYYYEX6D5C2R3NMVPN

not attested not anchored not stored refs pending

Guiding Reinforcement Learning Using Uncertainty-Aware Large Language Models

Brent Harrison, Maryam Shoaeinaeini

arxiv:2411.14457 v1 · 2024-11-15 · 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{WA6LMMN4UYYYEX6D5C2R3NMVPN}

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

1 paper in Pith

LLaPipe: LLM-Guided Reinforcement Learning for Automated Data Preparation Pipeline Construction

Receipt and verification

First computed	2026-07-05T09:38:51.431388Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b03cb631bca631825fc3e8b51db5957b515ebfeef8cf868a4254af313130d2ad

Aliases

arxiv: 2411.14457 · arxiv_version: 2411.14457v1 · doi: 10.48550/arxiv.2411.14457 · pith_short_12: WA6LMMN4UYYY · pith_short_16: WA6LMMN4UYYYEX6D · pith_short_8: WA6LMMN4

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/WA6LMMN4UYYYEX6D5C2R3NMVPN \
  | 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: b03cb631bca631825fc3e8b51db5957b515ebfeef8cf868a4254af313130d2ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19a8b7de0a79a00ea61e0cb710c07460a8a7a214dd07b2102afd0328aa7ac31f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-15T22:00:29Z",
    "title_canon_sha256": "cd5853c31b9f4712243d5ab180d407dc2b1e594074147906cac76ea6d3780f20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14457",
    "kind": "arxiv",
    "version": 1
  }
}