Pith Number

pith:TCAGFFTH

pith:2021:TCAGFFTHJDSKKHCMYSO7TIJKVP

not attested not anchored not stored refs pending

Brain-inspired feature exaggeration in generative replay for continual learning

Jack Millichamp, Xi Chen

arxiv:2110.15056 v2 · 2021-10-26 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TCAGFFTHJDSKKHCMYSO7TIJKVP}

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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

1 paper in Pith

Teaching AI to Remember: Insights from Brain-Inspired Replay in Continual Learning

Receipt and verification

First computed	2026-07-05T03:34:08.316936Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

988062966748e4a51c4cc49df9a12aabd79a95bfd960cf1a5af06547e1830928

Aliases

arxiv: 2110.15056 · arxiv_version: 2110.15056v2 · doi: 10.48550/arxiv.2110.15056 · pith_short_12: TCAGFFTHJDSK · pith_short_16: TCAGFFTHJDSKKHCM · pith_short_8: TCAGFFTH

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/TCAGFFTHJDSKKHCMYSO7TIJKVP \
  | 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: 988062966748e4a51c4cc49df9a12aabd79a95bfd960cf1a5af06547e1830928

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a351213c952720f3d4a838f0dbca367983761824c99cb32bccd3c4f5f04a330c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-26T10:49:02Z",
    "title_canon_sha256": "1d3169983c5ee08cd7926a9f40a1a9e17b349814809b90b94db7f038dc6df611"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.15056",
    "kind": "arxiv",
    "version": 2
  }
}