Pith Number

pith:NNXMHHUA

pith:2024:NNXMHHUAB43WRG6FNIAIOW2EE6

not attested not anchored not stored refs pending

Human Expertise in Algorithmic Prediction

Devavrat Shah, Manish Raghavan, Rohan Alur

arxiv:2402.00793 v3 · 2024-02-01 · cs.LG · cs.AI · cs.HC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NNXMHHUAB43WRG6FNIAIOW2EE6}

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

Understanding LoRA as Knowledge Memory: An Empirical Analysis

Receipt and verification

First computed	2026-07-05T09:28:29.192521Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b6ec39e800f37689bc56a00875b4427b2f9196d837f3e5ac2630ae52c9f8129

Aliases

arxiv: 2402.00793 · arxiv_version: 2402.00793v3 · doi: 10.48550/arxiv.2402.00793 · pith_short_12: NNXMHHUAB43W · pith_short_16: NNXMHHUAB43WRG6F · pith_short_8: NNXMHHUA

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/NNXMHHUAB43WRG6FNIAIOW2EE6 \
  | 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: 6b6ec39e800f37689bc56a00875b4427b2f9196d837f3e5ac2630ae52c9f8129

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af68060de577360409137b6daa5bf25241e6e989b495e7a11639541a9e5a05fa",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-01T17:23:54Z",
    "title_canon_sha256": "6b60eb0d293dd8e72331e7fa2426e56150b2e7351e9106dfdf889aeb84c2931c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.00793",
    "kind": "arxiv",
    "version": 3
  }
}