Pith Number

pith:KOIXCZ3R

pith:2025:KOIXCZ3R3RRMIXBL253554O7YF

not attested not anchored not stored refs pending

Performance Prediction for Large Systems via Text-to-Text Regression

Adrian N. Reyes, Arissa Wongpanich, Bangding Yang, Bryan Lewandowski, Cheng-Hsi Lin, Grant C. Forbes, Mohamed S. Abdelfattah, Sagi Perel, Xingyou Song, Yash Akhauri

arxiv:2506.21718 v1 · 2025-06-26 · cs.LG · cs.AI · cs.PF · cs.SE · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KOIXCZ3R3RRMIXBL253554O7YF}

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

Distribution-Aware Reward: Reinforcement Learning over Predictive Distributions for LLM Regression

Receipt and verification

First computed	2026-07-05T11:27:59.972641Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5391716771dc62c45c2bd777def1dfc1540b80c0a1bb3b28de6724a948f2851a

Aliases

arxiv: 2506.21718 · arxiv_version: 2506.21718v1 · doi: 10.48550/arxiv.2506.21718 · pith_short_12: KOIXCZ3R3RRM · pith_short_16: KOIXCZ3R3RRMIXBL · pith_short_8: KOIXCZ3R

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/KOIXCZ3R3RRMIXBL253554O7YF \
  | 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: 5391716771dc62c45c2bd777def1dfc1540b80c0a1bb3b28de6724a948f2851a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77bc5a532800583de599740dc451756f105367f70000cdaa11f21165febc682c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.PF",
      "cs.SE",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-26T19:10:08Z",
    "title_canon_sha256": "844b673fde7ede44699e503539f858f4d175fde94694b0f37a19df2fa588b703"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.21718",
    "kind": "arxiv",
    "version": 1
  }
}