Pith Number

pith:HWVDYWPI

pith:2023:HWVDYWPI4PC4ULO5RKWWT6GDOV

not attested not anchored not stored refs pending

PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

Da-Wei Zhou, De-Chuan Zhan, Hai-Long Sun, Han-Jia Ye

arxiv:2309.07117 v3 · 2023-09-13 · cs.LG · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HWVDYWPI4PC4ULO5RKWWT6GDOV}

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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

4 papers in Pith

Non-Forgetting Knowledge Allocation with Bi-level Competition for Class-Incremental Learning

Sparse Orthogonal Parameters Tuning for Continual Learning

LDEPrompt: Layer-importance guided Dual Expandable Prompt Pool for Pre-trained Model-based Class-Incremental Learning

Quantum-Gated Task-interaction Knowledge Distillation for Pre-trained Model-based Class-Incremental Learning

Receipt and verification

First computed	2026-07-05T10:26:36.180304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3daa3c59e8e3c5ca2ddd8aad69f8c375724476c08fc93d08712cb52d3b4d4d92

Aliases

arxiv: 2309.07117 · arxiv_version: 2309.07117v3 · doi: 10.48550/arxiv.2309.07117 · pith_short_12: HWVDYWPI4PC4 · pith_short_16: HWVDYWPI4PC4ULO5 · pith_short_8: HWVDYWPI

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/HWVDYWPI4PC4ULO5RKWWT6GDOV \
  | 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: 3daa3c59e8e3c5ca2ddd8aad69f8c375724476c08fc93d08712cb52d3b4d4d92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df47d3e81f17d1073d3986d18c12af5ddbd61101ea8b7cbb724539b070fa6fb2",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-13T17:55:11Z",
    "title_canon_sha256": "5113f5cd02a7bf987e6cb3d2ee58b5f5c4db950e420e688859e41c39b7bd1c48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.07117",
    "kind": "arxiv",
    "version": 3
  }
}