Pith Number

pith:TAMC34A4

pith:2020:TAMC34A4BKEAU32KXVWXRIIVF4

not attested not anchored not stored refs pending

A Study on Efficiency in Continual Learning Inspired by Human Learning

Angus Lamb, Cheng Zhang, Philip J. Ball, Yingzhen Li

arxiv:2010.15187 v1 · 2020-10-28 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TAMC34A4BKEAU32KXVWXRIIVF4}

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	2026-07-05T01:47:34.410444Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98182df01c0a880a6f4abd6d78a1152f36aaf350867ab2da34905a13bb3abf3d

Aliases

arxiv: 2010.15187 · arxiv_version: 2010.15187v1 · doi: 10.48550/arxiv.2010.15187 · pith_short_12: TAMC34A4BKEA · pith_short_16: TAMC34A4BKEAU32K · pith_short_8: TAMC34A4

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/TAMC34A4BKEAU32KXVWXRIIVF4 \
  | 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: 98182df01c0a880a6f4abd6d78a1152f36aaf350867ab2da34905a13bb3abf3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a387a33b26eb1ed14e194e7c07185b8d8ce7e31d09b36f21918fc6c5588dd474",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-28T19:11:01Z",
    "title_canon_sha256": "d5039f68a5c18b655a635c271df8b95cc27b1fbdec6b56106c73c9ef898dfce4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.15187",
    "kind": "arxiv",
    "version": 1
  }
}