Pith Number

pith:T77WM7AD

pith:2023:T77WM7AD6GLNPABNY2V64A367Z

not attested not anchored not stored refs pending

CAME: Confidence-guided Adaptive Memory Efficient Optimization

Xiaozhe Ren, Xin Jiang, Yang Luo, Yang You, Zangwei Zheng, Zhuo Jiang

arxiv:2307.02047 v2 · 2023-07-05 · cs.CL

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\usepackage{pith}
\pithnumber{T77WM7AD6GLNPABNY2V64A367Z}

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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

Sparse Fine-Tuning of Transformers for Generative Tasks

Receipt and verification

First computed	2026-07-05T06:38:01.543770Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fff667c03f196d7802dc6abee037efe491df742f16d209bc8988eaccf81becb

Aliases

arxiv: 2307.02047 · arxiv_version: 2307.02047v2 · doi: 10.48550/arxiv.2307.02047 · pith_short_12: T77WM7AD6GLN · pith_short_16: T77WM7AD6GLNPABN · pith_short_8: T77WM7AD

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/T77WM7AD6GLNPABNY2V64A367Z \
  | 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: 9fff667c03f196d7802dc6abee037efe491df742f16d209bc8988eaccf81becb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf4d48d0e69130255c9f9e26e1fe6c03089bb8010bfc06ff2d42c30c53e1fe22",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-07-05T06:05:36Z",
    "title_canon_sha256": "da2175414131c2c83ae372690a3d95defc7a753b23fe529379f49066e26a9ecf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.02047",
    "kind": "arxiv",
    "version": 2
  }
}