Pith Number

pith:6A4BWKBU

pith:2025:6A4BWKBU6ALWI6R3ZO3JPNZZNL

not attested not anchored not stored refs pending

Aligning Human and Machine Attention for Enhanced Supervised Learning

Ahmed Abbasi, Avihay Chriqui, Dov Teeni, Inbal Yahav

arxiv:2502.06811 v2 · 2025-02-04 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6A4BWKBU6ALWI6R3ZO3JPNZZNL}

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	2026-07-05T10:17:16.381249Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0381b2834f017647a3bcbb697b7396ae7ab54f63a927933d5955be5281ea3ff

Aliases

arxiv: 2502.06811 · arxiv_version: 2502.06811v2 · doi: 10.48550/arxiv.2502.06811 · pith_short_12: 6A4BWKBU6ALW · pith_short_16: 6A4BWKBU6ALWI6R3 · pith_short_8: 6A4BWKBU

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/6A4BWKBU6ALWI6R3ZO3JPNZZNL \
  | 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: f0381b2834f017647a3bcbb697b7396ae7ab54f63a927933d5955be5281ea3ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "324b1aac7b69ef71147760b386b2486870fcb5e94243d174e1e0fe4d5d6a1003",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-04T20:44:38Z",
    "title_canon_sha256": "04ae38c80bf86f7698e85572d1409ffa7de18578360a6b0a16f242ef84500596"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06811",
    "kind": "arxiv",
    "version": 2
  }
}