Pith Number

pith:M5D55PZU

pith:2024:M5D55PZUPKADMPFMJJXKJP7QCD

not attested not anchored not stored refs pending

Unleashing the Power of Continual Learning on Non-Centralized Devices: A Survey

Haozhao Wang, Hong Liu, Minzhu Tu, Ruixuan Li, Rui Zhang, Shui Yu, Song Guo, Tianzhe Xiao, Wenchao Xu, Xin Yang, Yichen Li, Yuying Wang

arxiv:2412.13840 v2 · 2024-12-18 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M5D55PZUPKADMPFMJJXKJP7QCD}

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

Enhancing RAG with Active Learning on Conversation Records: Reject Incapables and Answer Capables

Receipt and verification

First computed	2026-07-05T10:59:04.494848Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6747debf347a80363cac4a6ea4bff010eef7373ac517d1af550fbad9ae90455c

Aliases

arxiv: 2412.13840 · arxiv_version: 2412.13840v2 · doi: 10.48550/arxiv.2412.13840 · pith_short_12: M5D55PZUPKAD · pith_short_16: M5D55PZUPKADMPFM · pith_short_8: M5D55PZU

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/M5D55PZUPKADMPFMJJXKJP7QCD \
  | 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: 6747debf347a80363cac4a6ea4bff010eef7373ac517d1af550fbad9ae90455c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "107016e2b22d697586abdc23b046932a25c5dbb864c4a3a8557bec027ad1ccc9",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T13:33:28Z",
    "title_canon_sha256": "d41bb456ba5ced1a7a1b4190798a3b0ec368c0df969420a91f921de84160f5cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13840",
    "kind": "arxiv",
    "version": 2
  }
}