Pith Number

pith:N6BRS5NQ

pith:2024:N6BRS5NQNVT4QIBM3CVEQ5XFRS

not attested not anchored not stored refs pending

Mutual Enhancement of Large Language and Reinforcement Learning Models through Bi-Directional Feedback Mechanisms: A Planning Case Study

Shangding Gu

arxiv:2401.06603 v2 · 2024-01-12 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N6BRS5NQNVT4QIBM3CVEQ5XFRS}

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

A Survey On Enhancing Reinforcement Learning in Complex Environments: Insights from Human and LLM Feedback

Receipt and verification

First computed	2026-07-05T10:21:57.069654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f831975b06d67c8202cd8aa4876e58c994a863126f93a2137ca0c97f63c8395

Aliases

arxiv: 2401.06603 · arxiv_version: 2401.06603v2 · doi: 10.48550/arxiv.2401.06603 · pith_short_12: N6BRS5NQNVT4 · pith_short_16: N6BRS5NQNVT4QIBM · pith_short_8: N6BRS5NQ

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/N6BRS5NQNVT4QIBM3CVEQ5XFRS \
  | 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: 6f831975b06d67c8202cd8aa4876e58c994a863126f93a2137ca0c97f63c8395

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d0fbf87970b1f2993677d46176a1056eb01e45ae97a041aeff2356daf61dd37",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-12T14:35:57Z",
    "title_canon_sha256": "df24fcf0f990eba4f8555d0f2ab7b369dec821232bc408ab5b98b66e446534ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.06603",
    "kind": "arxiv",
    "version": 2
  }
}