Pith Number

pith:6MQZHLJA

pith:2023:6MQZHLJADDTI6HE2INIABTE62C

not attested not anchored not stored refs pending

Self-supervised Meta-Prompt Learning with Meta-Gradient Regularization for Few-shot Generalization

Hongye Song, Juncheng Li, Jun Lin, Kaihang Pan, Siliang Tang, Xiaozhong Liu

arxiv:2303.12314 v4 · 2023-03-22 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{6MQZHLJADDTI6HE2INIABTE62C}

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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

Towards Meta-Cognitive Knowledge Editing for Multimodal LLMs

Receipt and verification

First computed	2026-07-05T07:03:58.251009Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f32193ad2018e68f1c9a435000cc9ed0ad52bfa60c76b3fcadcd9b0089ffa3c7

Aliases

arxiv: 2303.12314 · arxiv_version: 2303.12314v4 · doi: 10.48550/arxiv.2303.12314 · pith_short_12: 6MQZHLJADDTI · pith_short_16: 6MQZHLJADDTI6HE2 · pith_short_8: 6MQZHLJA

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/6MQZHLJADDTI6HE2INIABTE62C \
  | 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: f32193ad2018e68f1c9a435000cc9ed0ad52bfa60c76b3fcadcd9b0089ffa3c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f412b21101b695a6a2e9998648e8b338174d7a2ab0b86d054073399e24d8484",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-22T05:04:21Z",
    "title_canon_sha256": "db103413f93dbe3584a138a3fe1bf043907c2e0bb8853656c3580808b07c6c16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.12314",
    "kind": "arxiv",
    "version": 4
  }
}