Pith Number

pith:USBYUJKW

pith:2024:USBYUJKWY5HSL2PF2ILQBT23GR

not attested not anchored not stored refs pending

Exploring the Stability Gap in Continual Learning: The Role of the Classification Head

Daniel Marczak, Filip Szatkowski, Tomasz Trzci\'nski, Wojciech {\L}apacz

arxiv:2411.04723 v2 · 2024-11-06 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{USBYUJKWY5HSL2PF2ILQBT23GR}

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	2026-07-05T09:40:20.744253Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4838a2556c74f25e9e5d21700cf5b346fcfada87cc321b9a941f2fed476c46d

Aliases

arxiv: 2411.04723 · arxiv_version: 2411.04723v2 · doi: 10.48550/arxiv.2411.04723 · pith_short_12: USBYUJKWY5HS · pith_short_16: USBYUJKWY5HSL2PF · pith_short_8: USBYUJKW

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/USBYUJKWY5HSL2PF2ILQBT23GR \
  | 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: a4838a2556c74f25e9e5d21700cf5b346fcfada87cc321b9a941f2fed476c46d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42123332133e9d60e32175b86ba58b324c602f10f2d02d7da39fbe2fb63a5218",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-06T15:45:01Z",
    "title_canon_sha256": "4d895f0dbbd1461dcff5532e4cc7c7aa3b02e35da35a6845c555c13ad0947716"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.04723",
    "kind": "arxiv",
    "version": 2
  }
}