Pith Number

pith:NEX3B4HS

pith:2026:NEX3B4HS335WOGO34P7RIVZVPO

not attested not anchored not stored refs pending

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

Binfei Chu, Jiayi Ji, Jie Gao, Jie Ma, Jinlu Zhang, Rongrong Ji, Xiaoshuai Sun, Yi Tan, Yiwei Ma

arxiv:2606.31478 v1 · 2026-06-30 · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NEX3B4HS335WOGO34P7RIVZVPO}

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	2026-07-01T01:18:04.500597Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

692fb0f0f2defb6719dbe3ff1457357b994ac8a2674f28856dceb2001eb87c51

Aliases

arxiv: 2606.31478 · arxiv_version: 2606.31478v1 · doi: 10.48550/arxiv.2606.31478 · pith_short_12: NEX3B4HS335W · pith_short_16: NEX3B4HS335WOGO3 · pith_short_8: NEX3B4HS

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/NEX3B4HS335WOGO34P7RIVZVPO \
  | 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: 692fb0f0f2defb6719dbe3ff1457357b994ac8a2674f28856dceb2001eb87c51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "307a723301b4ad48fbeccd01ced575908ed14eba7d29d0a930343f25b830f352",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-30T10:54:16Z",
    "title_canon_sha256": "e1cdb4d9c58549cf61d14e3a7e7a0cb85625850da68cb489d4bafbcb538c66c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.31478",
    "kind": "arxiv",
    "version": 1
  }
}