Pith Number

pith:KQBY47MO

pith:2025:KQBY47MOUP5AC4UBBFAAYXM362

not attested not anchored not stored refs pending

LLM-ML Teaming: Integrated Symbolic Decoding and Gradient Search for Valid and Stable Generative Feature Transformation

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

arxiv:2506.09085 v1 · 2025-06-10 · 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{KQBY47MOUP5AC4UBBFAAYXM362}

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	2026-07-05T11:19:31.200492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54038e7d8ea3fa01728109400c5d9bf6a541e1944574edf0704541dca8e07df1

Aliases

arxiv: 2506.09085 · arxiv_version: 2506.09085v1 · doi: 10.48550/arxiv.2506.09085 · pith_short_12: KQBY47MOUP5A · pith_short_16: KQBY47MOUP5AC4UB · pith_short_8: KQBY47MO

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/KQBY47MOUP5AC4UBBFAAYXM362 \
  | 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: 54038e7d8ea3fa01728109400c5d9bf6a541e1944574edf0704541dca8e07df1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b0c46f7898bd269c1b1a19735148cc89d155eaa8bc47e0579b2c0920380ec6e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-10T08:10:16Z",
    "title_canon_sha256": "08eab1f0a5fa97dd609ca4ff4ea6c34276e11b4b9b7e44a1cdf9679a3b7b29aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.09085",
    "kind": "arxiv",
    "version": 1
  }
}