Pith Number

pith:3NQW5A3K

pith:2024:3NQW5A3KQSJTKNEIA4V6OID7LX

not attested not anchored not stored refs pending

PEARL: Input-Agnostic Prompt Enhancement with Negative Feedback Regulation for Class-Incremental Learning

Hui Xue, Pengfei Fang, Yongchun Qin

arxiv:2412.10900 v2 · 2024-12-14 · 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{3NQW5A3KQSJTKNEIA4V6OID7LX}

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

Forward-Only Continual Learning

Receipt and verification

First computed	2026-07-05T09:54:06.559229Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db616e836a8493353488072be7207f5dd84acd732ef34a4ac5c8bbee2f78d2ed

Aliases

arxiv: 2412.10900 · arxiv_version: 2412.10900v2 · doi: 10.48550/arxiv.2412.10900 · pith_short_12: 3NQW5A3KQSJT · pith_short_16: 3NQW5A3KQSJTKNEI · pith_short_8: 3NQW5A3K

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/3NQW5A3KQSJTKNEIA4V6OID7LX \
  | 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: db616e836a8493353488072be7207f5dd84acd732ef34a4ac5c8bbee2f78d2ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c4c86199d0e68df472ec80bb3d9a71b50efacb6a0c2fe49a6dcffd71ff66b9e",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-14T17:13:30Z",
    "title_canon_sha256": "5e806ced0399b6aec3d445aca9f7885db19c0bd3691818eefad33df98904ad00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10900",
    "kind": "arxiv",
    "version": 2
  }
}