Pith Number

pith:VUSEO6VH

pith:2023:VUSEO6VHZFQWRQLOFGVDJSSLLS

not attested not anchored not stored refs pending

Understanding prompt engineering may not require rethinking generalization

Dylan Sam, J. Zico Kolter, Victor Akinwande, Yiding Jiang

arxiv:2310.03957 v1 · 2023-10-06 · cs.LG · 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{VUSEO6VHZFQWRQLOFGVDJSSLLS}

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

Supervising the search process produces reliable and generalizable information-seeking agents

Receipt and verification

First computed	2026-07-05T06:57:43.543281Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad24477aa7c96168c16e29aa34ca4b5c8dff120f5a896dbb6d0088b1616be4b4

Aliases

arxiv: 2310.03957 · arxiv_version: 2310.03957v1 · doi: 10.48550/arxiv.2310.03957 · pith_short_12: VUSEO6VHZFQW · pith_short_16: VUSEO6VHZFQWRQLO · pith_short_8: VUSEO6VH

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/VUSEO6VHZFQWRQLOFGVDJSSLLS \
  | 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: ad24477aa7c96168c16e29aa34ca4b5c8dff120f5a896dbb6d0088b1616be4b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b72c4b09a808868c7b0bb3edb1108c407b06875555354ba17ff66c42a6406cf",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-06T00:52:48Z",
    "title_canon_sha256": "5bd54c983c1d46ad6168b1542addbd39d122a6c17a567672c89558cadc57784e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03957",
    "kind": "arxiv",
    "version": 1
  }
}