Pith Number

pith:4WGMSVBH

pith:2020:4WGMSVBHEINH777X5NBNQMLOEA

not attested not anchored not stored refs pending

Efficient Continual Learning with Modular Networks and Task-Driven Priors

Ludovic Denoyer, Marc'Aurelio Ranzato, Tom Veniat

arxiv:2012.12631 v2 · 2020-12-23 · 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{4WGMSVBHEINH777X5NBNQMLOEA}

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.

Cited by

1 paper in Pith

GRID: Scaling Task-Agnostic Inference in Continual Prompt Tuning

Receipt and verification

First computed	2026-07-05T02:14:45.043007Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e58cc95427221a7ffff7eb42d8316e203f47aaaf4cbdc4fee94ea06dee2d3da1

Aliases

arxiv: 2012.12631 · arxiv_version: 2012.12631v2 · doi: 10.48550/arxiv.2012.12631 · pith_short_12: 4WGMSVBHEINH · pith_short_16: 4WGMSVBHEINH777X · pith_short_8: 4WGMSVBH

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/4WGMSVBHEINH777X5NBNQMLOEA \
  | 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: e58cc95427221a7ffff7eb42d8316e203f47aaaf4cbdc4fee94ea06dee2d3da1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba3762aa9f9b72b424a3d23a5a65b6ac6eb6e35679367f1e1ee739b470752824",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-23T12:42:16Z",
    "title_canon_sha256": "ebfe11b9dd59a9e87f3509310c18c6fd9bcb041475a3b8494888486112253884"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.12631",
    "kind": "arxiv",
    "version": 2
  }
}