Pith Number

pith:HBAKSWXA

pith:2025:HBAKSWXAH4AM3JRTBMKAWYHQ6Q

not attested not anchored not stored refs pending

Sequence Transferability and Task Order Selection in Continual Learning

Binh T. Nguyen, Cuong N. Nguyen, Cuong V. Nguyen, Quang Pham, Savitha Ramasamy, Thinh Nguyen, Xiaoli Li

arxiv:2502.06544 v1 · 2025-02-10 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{HBAKSWXAH4AM3JRTBMKAWYHQ6Q}

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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

The Geometry of Sequential Learning: Lie-Bracket Prediction of Transfer Order

Receipt and verification

First computed	2026-07-05T10:12:08.288251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3840a95ae03f00cda6330b140b60f0f41fd6e30706116b59c2c9d7a42bb09262

Aliases

arxiv: 2502.06544 · arxiv_version: 2502.06544v1 · doi: 10.48550/arxiv.2502.06544 · pith_short_12: HBAKSWXAH4AM · pith_short_16: HBAKSWXAH4AM3JRT · pith_short_8: HBAKSWXA

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/HBAKSWXAH4AM3JRTBMKAWYHQ6Q \
  | 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: 3840a95ae03f00cda6330b140b60f0f41fd6e30706116b59c2c9d7a42bb09262

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebb7a924206844368f94c334217d3108c19bdd1d8b1550b4be2578282c3ad5d8",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T15:09:56Z",
    "title_canon_sha256": "f9a13cb619dc2a879dbbaa6589ffb7062eff6b9acd3df1d520dac327bb6ece1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06544",
    "kind": "arxiv",
    "version": 1
  }
}