Pith Number

pith:OVXT5AM5

pith:2026:OVXT5AM53M4ARVHZ2NVN3WAI3P

not attested not anchored not stored refs pending

M2Note: Continual Evolution of Vision Language Models via Mistake Notebook Learning

Haiwen Li, Jing Tang, Lei Sun, Rui Chen, Xiangxiang Chu

arxiv:2607.00685 v1 · 2026-07-01 · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OVXT5AM53M4ARVHZ2NVN3WAI3P}

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	2026-07-02T01:17:51.550748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

756f3e819ddb3808d4f9d36addd808dbccc3998fa696ff9dfd823f8d99091713

Aliases

arxiv: 2607.00685 · arxiv_version: 2607.00685v1 · doi: 10.48550/arxiv.2607.00685 · pith_short_12: OVXT5AM53M4A · pith_short_16: OVXT5AM53M4ARVHZ · pith_short_8: OVXT5AM5

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/OVXT5AM53M4ARVHZ2NVN3WAI3P \
  | 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: 756f3e819ddb3808d4f9d36addd808dbccc3998fa696ff9dfd823f8d99091713

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "510595dc34e6d60ca9714d37ba8bcbbfe769837d0874e49adc12af960703d70d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-07-01T09:30:10Z",
    "title_canon_sha256": "9b7599c8ced5fb06b6b40399e868a873f6233ffc24fa45d3fe2a5fb7f24ce28c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.00685",
    "kind": "arxiv",
    "version": 1
  }
}