Pith Number

pith:PQLY2IQV

pith:2024:PQLY2IQVHZFAMNRXLZF23U46OU

not attested not anchored not stored refs pending

An Efficient Rehearsal Scheme for Catastrophic Forgetting Mitigation during Multi-stage Fine-tuning

Andrew Bai, Ankur Taly, Chih-Kuan Yeh, Cho-Jui Hsieh

arxiv:2402.08096 v3 · 2024-02-12 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PQLY2IQVHZFAMNRXLZF23U46OU}

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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

2 papers in Pith

FACT: A Simple and Efficient Framework for Active Finetuning

FOREVER: Forgetting Curve-Inspired Memory Replay for Language Model Continual Learning

Receipt and verification

First computed	2026-07-05T10:12:46.939126Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c178d22153e4a0636375e4badd39e75064124be61aeb858dbbafacd0756ed93

Aliases

arxiv: 2402.08096 · arxiv_version: 2402.08096v3 · doi: 10.48550/arxiv.2402.08096 · pith_short_12: PQLY2IQVHZFA · pith_short_16: PQLY2IQVHZFAMNRX · pith_short_8: PQLY2IQV

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/PQLY2IQVHZFAMNRXLZF23U46OU \
  | 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: 7c178d22153e4a0636375e4badd39e75064124be61aeb858dbbafacd0756ed93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38caef2380707de2eedac10e749235ed22677a892fb4b24c82c9cd6ced928224",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T22:32:12Z",
    "title_canon_sha256": "ac0301197141da7c806a87c588e977e2acc94a4c1222ab87fbacc94a8ccd605d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08096",
    "kind": "arxiv",
    "version": 3
  }
}