Pith Number

pith:VPLBX7MO

pith:2024:VPLBX7MOWVA3NYBOI2XYVN4RCW

not attested not anchored not stored refs pending

Learning New Concepts, Remembering the Old: Continual Learning for Multimodal Concept Bottleneck Models

Haicheng Liao, Hongru Xiao, Jianheng Tang, Jiayu Yang, Mingqian Liao, Songning Lai, Wenshuo Chen, Yutao Yue, Zhangyi Hu

arxiv:2411.17471 v2 · 2024-11-25 · cs.LG · cs.CR · 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{VPLBX7MOWVA3NYBOI2XYVN4RCW}

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	2026-07-05T11:48:21.786620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abd61bfd8eb541b6e02e46af8ab79115a6dea41030767cfdb0f4961ebf4af074

Aliases

arxiv: 2411.17471 · arxiv_version: 2411.17471v2 · doi: 10.48550/arxiv.2411.17471 · pith_short_12: VPLBX7MOWVA3 · pith_short_16: VPLBX7MOWVA3NYBO · pith_short_8: VPLBX7MO

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/VPLBX7MOWVA3NYBOI2XYVN4RCW \
  | 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: abd61bfd8eb541b6e02e46af8ab79115a6dea41030767cfdb0f4961ebf4af074

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "861e88a708e7a344849eef2c375a732db7d64b11a28111f8133c02fd03efb4c7",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-25T10:44:14Z",
    "title_canon_sha256": "db7a4dbc836096ca3e79c9d3981a7f3a280039c4bd79fa4c6783d75ecba55daa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17471",
    "kind": "arxiv",
    "version": 2
  }
}