Pith Number

pith:XD3NLLTK

pith:2025:XD3NLLTKDDZ6IVV2FRWK4T26CZ

not attested not anchored not stored refs pending

Linear Feedback Control Systems for Iterative Prompt Optimization in Large Language Models

Rupesh Raj Karn

arxiv:2501.11979 v1 · 2025-01-21 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XD3NLLTKDDZ6IVV2FRWK4T26CZ}

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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

When control meets large language models: From words to dynamics

Receipt and verification

First computed	2026-07-05T10:03:16.972408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8f6d5ae6a18f3e456ba2c6cae4f5e16525f4a29a0058f261f7032f9352db9cb

Aliases

arxiv: 2501.11979 · arxiv_version: 2501.11979v1 · doi: 10.48550/arxiv.2501.11979 · pith_short_12: XD3NLLTKDDZ6 · pith_short_16: XD3NLLTKDDZ6IVV2 · pith_short_8: XD3NLLTK

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/XD3NLLTKDDZ6IVV2FRWK4T26CZ \
  | 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: b8f6d5ae6a18f3e456ba2c6cae4f5e16525f4a29a0058f261f7032f9352db9cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbfa37687f73121c4512247535e7f8f9a2d2c2622fe9f02f8036e73f08cb9fc6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-21T08:52:47Z",
    "title_canon_sha256": "473722fed464f09cfbab6c2426ee4218de545ec7e4ce96aa283d93c5156a8ef4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11979",
    "kind": "arxiv",
    "version": 1
  }
}