Pith Number

pith:XZIQUMCC

pith:2025:XZIQUMCCLQUEVYFMXRFM3Q37KC

not attested not anchored not stored refs pending

Agentic Feature Augmentation: Unifying Selection and Generation with Teaming, Planning, and Memories

Haoyue Bai, Nanxu Gong, Sixun Dong, Wangyang Ying, Xinyuan Wang, Yanjie Fu

arxiv:2505.15076 v1 · 2025-05-21 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XZIQUMCCLQUEVYFMXRFM3Q37KC}

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

Teaching Time Series to See and Speak: Forecasting with Aligned Visual and Textual Perspectives

Receipt and verification

First computed	2026-07-05T11:06:56.492878Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be510a30425c284ae0acbc4acdc37f50b65aaf009a911e6bc2a5bc1f7506ff3f

Aliases

arxiv: 2505.15076 · arxiv_version: 2505.15076v1 · doi: 10.48550/arxiv.2505.15076 · pith_short_12: XZIQUMCCLQUE · pith_short_16: XZIQUMCCLQUEVYFM · pith_short_8: XZIQUMCC

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/XZIQUMCCLQUEVYFMXRFM3Q37KC \
  | 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: be510a30425c284ae0acbc4acdc37f50b65aaf009a911e6bc2a5bc1f7506ff3f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73ef01ccd8d1b439e7480a76fe3daf72fae89ad76edd6217a4c41f96e184c6b5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-21T03:49:24Z",
    "title_canon_sha256": "815b59ce89961a4c0b6d853613cf2b524c00f9c985588d1a92f0740b2d411477"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15076",
    "kind": "arxiv",
    "version": 1
  }
}