Pith Number

pith:NGDLDYGJ

pith:2024:NGDLDYGJYGKE67DM7PTH4ZRASH

not attested not anchored not stored refs pending

SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models

Ke Yan, Linglan Zhao, Shouhong Ding, Weiran Huang, Xuerui Zhang

arxiv:2411.02175 v1 · 2024-11-04 · cs.LG · 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{NGDLDYGJYGKE67DM7PTH4ZRASH}

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

1 paper in Pith

Privacy Leakage via Output Label Space and Differentially Private Continual Learning

Receipt and verification

First computed	2026-07-05T09:30:42.892336Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6986b1e0c9c1944f7c6cfbe67e662091cf8c9912ba61d090efb7b19f8f602dc8

Aliases

arxiv: 2411.02175 · arxiv_version: 2411.02175v1 · doi: 10.48550/arxiv.2411.02175 · pith_short_12: NGDLDYGJYGKE · pith_short_16: NGDLDYGJYGKE67DM · pith_short_8: NGDLDYGJ

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/NGDLDYGJYGKE67DM7PTH4ZRASH \
  | 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: 6986b1e0c9c1944f7c6cfbe67e662091cf8c9912ba61d090efb7b19f8f602dc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7fddfe979e37b34fddbdde17c41f578a718576f09d9f6b385b8d49031c5833f0",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-04T15:34:30Z",
    "title_canon_sha256": "65343947c3fa2c15b92ed12f96f8c2f17b93176fa758f7cce717db6cdd51bf6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02175",
    "kind": "arxiv",
    "version": 1
  }
}