Pith Number

pith:CRM3VLRO

pith:2024:CRM3VLRO5NRJOT7XKQPQ5WP77E

not attested not anchored not stored refs pending

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

Alireza Rashidi Laleh, Majid Nili Ahmadabadi

arxiv:2411.13410 v1 · 2024-11-20 · 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{CRM3VLRO5NRJOT7XKQPQ5WP77E}

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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

Large Language Model Agent: A Survey on Methodology, Applications and Challenges

Receipt and verification

First computed	2026-07-05T09:38:16.564653Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1459baae2eeb62974ff7541f0ed9fff93ab6a101e0bcdd1e82ea06ac3e74d97f

Aliases

arxiv: 2411.13410 · arxiv_version: 2411.13410v1 · doi: 10.48550/arxiv.2411.13410 · pith_short_12: CRM3VLRO5NRJ · pith_short_16: CRM3VLRO5NRJOT7X · pith_short_8: CRM3VLRO

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/CRM3VLRO5NRJOT7XKQPQ5WP77E \
  | 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: 1459baae2eeb62974ff7541f0ed9fff93ab6a101e0bcdd1e82ea06ac3e74d97f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b10c1b452f192bc7de05e0f66d28a6a0f1b7eb665fe4e05161e6cc09977a7f53",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-20T15:52:03Z",
    "title_canon_sha256": "4b9b01cf59c28f008378bf5d8916994738beede4cfb97f4edd077f5a6163b8f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.13410",
    "kind": "arxiv",
    "version": 1
  }
}