Pith Number

pith:M7U5MSFJ

pith:2023:M7U5MSFJQFRFHGT2G7RQP3PRMQ

not attested not anchored not stored refs pending

Prompt Engineering Through the Lens of Optimal Control

Bin Dong, Chengfeng Shen, Yifan Luo, Yiming Tang, Zhennan Zhou

arxiv:2310.14201 v2 · 2023-10-22 · cs.LG · 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{M7U5MSFJQFRFHGT2G7RQP3PRMQ}

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

7 papers in Pith

When Language Overwrites Vision: Over-Alignment and Geometric Debiasing in Vision-Language Models

Activation Steering with a Feedback Controller

When control meets large language models: From words to dynamics

When Language Overwrites Vision: Over-Alignment and Geometric Debiasing in Vision-Language Models

Receipt and verification

First computed	2026-07-05T07:08:43.897572Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67e9d648a98162539a7a37e307edf1640d420c9d0cfe2960ac5065ffafa93b6e

Aliases

arxiv: 2310.14201 · arxiv_version: 2310.14201v2 · doi: 10.48550/arxiv.2310.14201 · pith_short_12: M7U5MSFJQFRF · pith_short_16: M7U5MSFJQFRFHGT2 · pith_short_8: M7U5MSFJ

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/M7U5MSFJQFRFHGT2G7RQP3PRMQ \
  | 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: 67e9d648a98162539a7a37e307edf1640d420c9d0cfe2960ac5065ffafa93b6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54497fc468df834361726c5e2d83e25202d6c5a7425404f3c3893cb093e50701",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-22T06:34:09Z",
    "title_canon_sha256": "d2669385abe389d2a0406edc808a9c35b16186f3be3a178cae81d688a34bc0ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.14201",
    "kind": "arxiv",
    "version": 2
  }
}