Pith Number

pith:IPWR3Y2B

pith:2025:IPWR3Y2BVQHGIFKYLNZOJQ24WB

not attested not anchored not stored refs pending

Greed is Good: A Unifying Perspective on Guided Generation

Chen Liu, Zander W. Blasingame

arxiv:2502.08006 v3 · 2025-02-11 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IPWR3Y2BVQHGIFKYLNZOJQ24WB}

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	2026-06-03T01:05:43.432519Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43ed1de341ac0e6415585b72e4c35cb0636ec36308dc841fe2ab3ed39904642e

Aliases

arxiv: 2502.08006 · arxiv_version: 2502.08006v3 · doi: 10.48550/arxiv.2502.08006 · pith_short_12: IPWR3Y2BVQHG · pith_short_16: IPWR3Y2BVQHGIFKY · pith_short_8: IPWR3Y2B

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/IPWR3Y2BVQHGIFKYLNZOJQ24WB \
  | 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: 43ed1de341ac0e6415585b72e4c35cb0636ec36308dc841fe2ab3ed39904642e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efea8868556d1f886330c3689bfb383ae4365c592487942000585652832f14ee",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-11T23:05:16Z",
    "title_canon_sha256": "713a95dfef73f54119e2529968d67a0ddd258c1a7b50cc2f6f1e0bf9ef2997ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08006",
    "kind": "arxiv",
    "version": 3
  }
}