Pith Number

pith:BJSFZV23

pith:2026:BJSFZV23ZEZNXYJMP6TV4BK7SG

not attested not anchored not stored refs pending

Self-Improving In-Context Learning

Baturay Saglam, Dionysis Kalogerias

arxiv:2605.23180 v1 · 2026-05-22 · 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{BJSFZV23ZEZNXYJMP6TV4BK7SG}

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	2026-05-25T02:01:41.913457Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a645cd75bc932dbe12c7fa75e055f918fe94cd50d77c0c73b6e4af9ecaa6641

Aliases

arxiv: 2605.23180 · arxiv_version: 2605.23180v1 · doi: 10.48550/arxiv.2605.23180 · pith_short_12: BJSFZV23ZEZN · pith_short_16: BJSFZV23ZEZNXYJM · pith_short_8: BJSFZV23

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/BJSFZV23ZEZNXYJMP6TV4BK7SG \
  | 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: 0a645cd75bc932dbe12c7fa75e055f918fe94cd50d77c0c73b6e4af9ecaa6641

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77ba10a8babaf5447128b45d6e6b3fb4acf9f7c32d6bd35c8ad06e67b3f0d10b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-22T03:01:34Z",
    "title_canon_sha256": "a8409b1d45cb600f6b15a036430c02ea7db3b32fc20dc7dd7ff3865d5c361bb7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.23180",
    "kind": "arxiv",
    "version": 1
  }
}