Pith Number

pith:D22TNB3M

pith:2026:D22TNB3MJLLWOG35OP2QY7KIZE

not attested not anchored not stored refs pending

Activation-Based Active Learning for In-Context Learning: Challenges and Insights

Geoff V. Merrett, Stuart E. Middleton, Yaseen M. Osman

arxiv:2606.05134 v1 · 2026-06-03 · cs.CL · 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{D22TNB3MJLLWOG35OP2QY7KIZE}

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	2026-06-04T01:10:07.905471Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1eb536876c4ad7671b7d73f50c7d48c93289366a8ba6f2160a702afec119b4d6

Aliases

arxiv: 2606.05134 · arxiv_version: 2606.05134v1 · doi: 10.48550/arxiv.2606.05134 · pith_short_12: D22TNB3MJLLW · pith_short_16: D22TNB3MJLLWOG35 · pith_short_8: D22TNB3M

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/D22TNB3MJLLWOG35OP2QY7KIZE \
  | 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: 1eb536876c4ad7671b7d73f50c7d48c93289366a8ba6f2160a702afec119b4d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2bcf8ad1ed5a0c83619f0eb2d8c14c5c146ee728e37f9988acb6d2517b7791a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-03T17:39:29Z",
    "title_canon_sha256": "a95378ff52452e8114f78bdf20c0624c7cb6d52899f38fef54df1c09b3d02e87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.05134",
    "kind": "arxiv",
    "version": 1
  }
}