Pith Number

pith:Q3CFUJJF

pith:2024:Q3CFUJJFZF7POT7NFEJWIJMXUP

not attested not anchored not stored refs pending

PIP: Prototypes-Injected Prompt for Federated Class Incremental Learning

Habibullah Habibullah, Lin Liu, Mahardhika Pratama, Muhammad Anwar Ma'sum, Ryszard Kowalczyk, Savitha Ramasamy

arxiv:2407.20705 v1 · 2024-07-30 · cs.LG · cs.AI · 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{Q3CFUJJFZF7POT7NFEJWIJMXUP}

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	2026-07-05T08:50:17.022928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86c45a2525c97ef74fed2913642597a3e9de635ade2c568e3c69e200e6b167c2

Aliases

arxiv: 2407.20705 · arxiv_version: 2407.20705v1 · doi: 10.48550/arxiv.2407.20705 · pith_short_12: Q3CFUJJFZF7P · pith_short_16: Q3CFUJJFZF7POT7N · pith_short_8: Q3CFUJJF

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/Q3CFUJJFZF7POT7NFEJWIJMXUP \
  | 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: 86c45a2525c97ef74fed2913642597a3e9de635ade2c568e3c69e200e6b167c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "840ba9330390f94a4ee895198b8d485a5292845db0f93d3f08d5266d0bd0d5f8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-30T10:00:16Z",
    "title_canon_sha256": "dfbca5cd0c579c78895081d234c6401adebdf6043e2549cb8045eb0a4c8b4a84"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.20705",
    "kind": "arxiv",
    "version": 1
  }
}