Pith Number

pith:DBCW6EZV

pith:2023:DBCW6EZV7H4JWM6JVBUXOZXCYX

not attested not anchored not stored refs pending

LiveTune: Dynamic Parameter Tuning for Feedback-Driven Optimization

Aiden Tabrizi, Farinaz Koushanfar, Nojan Sheybani, Soheil Zibakhsh Shabgahi

arxiv:2311.17279 v2 · 2023-11-28 · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DBCW6EZV7H4JWM6JVBUXOZXCYX}

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	2026-07-05T08:18:02.730467Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18456f1335f9f89b33c9a8697766e2c5e3f33992b2a6ef621e6e5a02264e8828

Aliases

arxiv: 2311.17279 · arxiv_version: 2311.17279v2 · doi: 10.48550/arxiv.2311.17279 · pith_short_12: DBCW6EZV7H4J · pith_short_16: DBCW6EZV7H4JWM6J · pith_short_8: DBCW6EZV

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/DBCW6EZV7H4JWM6JVBUXOZXCYX \
  | 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: 18456f1335f9f89b33c9a8697766e2c5e3f33992b2a6ef621e6e5a02264e8828

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "470bb92f7d6f594dafdc383912bf85f26d8828d11f8fa29a295a650c31677b54",
    "cross_cats_sorted": [
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-28T23:38:42Z",
    "title_canon_sha256": "2cd62936475490dbeba1a7181711460c79cf256ce03df7f2b75e1219b819608d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.17279",
    "kind": "arxiv",
    "version": 2
  }
}