Pith Number

pith:NZWTWYAS

pith:2024:NZWTWYASEP46ZRYGLLQHDO73X5

not attested not anchored not stored refs pending

ACING: Actor-Critic for Instruction Learning in Black-Box LLMs

Fares Fourati, Marco Canini, Salma Kharrat

arxiv:2411.12736 v2 · 2024-11-19 · cs.CL · cs.AI · cs.LG · cs.SY · eess.SY · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NZWTWYASEP46ZRYGLLQHDO73X5}

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

Every Call is Precious: Global Optimization of Black-Box Functions with Unknown Lipschitz Constants

Receipt and verification

First computed	2026-07-05T12:05:03.528782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e6d3b601223f9ecc7065ae071bbfbbf4c9d69e047778112302679efdc4d8e3c

Aliases

arxiv: 2411.12736 · arxiv_version: 2411.12736v2 · doi: 10.48550/arxiv.2411.12736 · pith_short_12: NZWTWYASEP46 · pith_short_16: NZWTWYASEP46ZRYG · pith_short_8: NZWTWYAS

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/NZWTWYASEP46ZRYGLLQHDO73X5 \
  | 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: 6e6d3b601223f9ecc7065ae071bbfbbf4c9d69e047778112302679efdc4d8e3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13ff86f0342d8e9bdaf9b4e15c38f74c8579881526619ba374d8a9a909641618",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SY",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-19T18:58:03Z",
    "title_canon_sha256": "d3bacb75c53b537893aca2ec724d70577d58c2d24642930b0e3131a43787a54f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12736",
    "kind": "arxiv",
    "version": 2
  }
}