Pith Number

pith:NX6G3NME

pith:2026:NX6G3NMEUW5ZULURLQGUFMAYN3

not attested not anchored not stored refs pending

Uncertainty-Aware LLM-Guided Policy Shaping for Sparse-Reward Reinforcement Learning

KC Santosh, Rodrigue Rizk, Sumaly Bajracharya, Ujjwal Bhatta, Utsabi Dangol

arxiv:2606.06673 v1 · 2026-06-04 · 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{NX6G3NMEUW5ZULURLQGUFMAYN3}

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	2026-06-08T01:04:21.838829Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6dfc6db584a5bb9a2e915c0d42b0186ec083cbdd350cd77db099b0a33fa6c7fd

Aliases

arxiv: 2606.06673 · arxiv_version: 2606.06673v1 · doi: 10.48550/arxiv.2606.06673 · pith_short_12: NX6G3NMEUW5Z · pith_short_16: NX6G3NMEUW5ZULUR · pith_short_8: NX6G3NME

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/NX6G3NMEUW5ZULURLQGUFMAYN3 \
  | 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: 6dfc6db584a5bb9a2e915c0d42b0186ec083cbdd350cd77db099b0a33fa6c7fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60ffb5b40801fd16d47188e66d6f826a5103a8adcbd708138f4a9843c1591649",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-04T19:46:45Z",
    "title_canon_sha256": "70a8ab1d85864241cfc6a92cc123478eb2b789f6470cef8b207e43aded4c889c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.06673",
    "kind": "arxiv",
    "version": 1
  }
}