Pith Number

pith:GEQACNLE

pith:2023:GEQACNLEPUKNOFWXP4OHTVKV6D

not attested not anchored not stored refs pending

Auto-GPT for Online Decision Making: Benchmarks and Additional Opinions

Hui Yang, Sifu Yue, Yunzhong He

arxiv:2306.02224 v1 · 2023-06-04 · 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{GEQACNLEPUKNOFWXP4OHTVKV6D}

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

26 papers in Pith

Escher-Loop: Mutual Evolution by Closed-Loop Self-Referential Optimization

CodeTeam: An LLM-Powered Multi-Agent Framework for Repository-Level Code Generation

Evaluating Stochastic Collapse and Implicit Bias in Multimodal Large Language Models

OctoT2I: A Self-Evolving Agentic Text-to-Image Router

One Reflection Is Not Enough: Self-Correcting Autonomous Research via Multi-Hypothesis Failure Attribution

Receipt and verification

First computed	2026-07-05T06:17:14.461041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31200135647d14d716d77f1c79d555f0f86d271fb0de62ca45c335e998a24af2

Aliases

arxiv: 2306.02224 · arxiv_version: 2306.02224v1 · doi: 10.48550/arxiv.2306.02224 · pith_short_12: GEQACNLEPUKN · pith_short_16: GEQACNLEPUKNOFWX · pith_short_8: GEQACNLE

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/GEQACNLEPUKNOFWXP4OHTVKV6D \
  | 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: 31200135647d14d716d77f1c79d555f0f86d271fb0de62ca45c335e998a24af2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9131e596a96dfc0a32be381195391867cab37768d5fe65e86104bf3a27bf77d4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-06-04T01:07:20Z",
    "title_canon_sha256": "fe592830912fdc8e2a57423c9208a66ffae6eaa7b76310585ec6f0f712606bee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.02224",
    "kind": "arxiv",
    "version": 1
  }
}