Pith Number

pith:DUY73GRC

pith:2024:DUY73GRCMJAGDE325NVC6CD2RF

not attested not anchored not stored refs pending

Expert Routing with Synthetic Data for Continual Learning

Bryan Wilder, Emma Strubell, Michael Oberst, Sanket Vaibhav Mehta, Saurabh Garg, Yewon Byun, Zachary C. Lipton

arxiv:2412.17009 v3 · 2024-12-22 · 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{DUY73GRCMJAGDE325NVC6CD2RF}

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	2026-07-05T12:00:45.302106Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d31fd9a22624061937aeb6a2f087a89490ba3e5729e03f924e67a19b33bd105

Aliases

arxiv: 2412.17009 · arxiv_version: 2412.17009v3 · doi: 10.48550/arxiv.2412.17009 · pith_short_12: DUY73GRCMJAG · pith_short_16: DUY73GRCMJAGDE32 · pith_short_8: DUY73GRC

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/DUY73GRCMJAGDE325NVC6CD2RF \
  | 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: 1d31fd9a22624061937aeb6a2f087a89490ba3e5729e03f924e67a19b33bd105

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6ed5cf7b5d3b23d03dfd02536260ff46d949df38ba1d91c735f3a1d067b6a6c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-22T13:16:28Z",
    "title_canon_sha256": "8c9a51cb9d9ed1441492c093121229a9eb880c200a8fc1f7979a82224d31400c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17009",
    "kind": "arxiv",
    "version": 3
  }
}