Pith Number

pith:PNZECPT4

pith:2024:PNZECPT4GTAFMXEPXDW4GFSMLM

not attested not anchored not stored refs pending

The Importance of Directional Feedback for LLM-based Optimizers

Adith Swaminathan, Allen Nie, Andrey Kolobov, Ching-An Cheng

arxiv:2405.16434 v2 · 2024-05-26 · cs.AI · cs.CL · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PNZECPT4GTAFMXEPXDW4GFSMLM}

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

2 papers in Pith

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RosettaSearch: Multi-Objective Inference-Time Search for Protein Sequence Design

Receipt and verification

First computed	2026-07-05T08:34:48.173358Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b72413e7c34c0565c8fb8edc3164c5b0de35b84c1d921edf1aebd57de5fb3f3

Aliases

arxiv: 2405.16434 · arxiv_version: 2405.16434v2 · doi: 10.48550/arxiv.2405.16434 · pith_short_12: PNZECPT4GTAF · pith_short_16: PNZECPT4GTAFMXEP · pith_short_8: PNZECPT4

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/PNZECPT4GTAFMXEPXDW4GFSMLM \
  | 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: 7b72413e7c34c0565c8fb8edc3164c5b0de35b84c1d921edf1aebd57de5fb3f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a28e240a268dfe11f84a47f402362f9c4c9f975189e38e21c5471706bc7b766e",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-05-26T05:22:35Z",
    "title_canon_sha256": "8896896f99e1392717c3d1691f67f16ba166bae0b7a64bfcf315a9f6d3441b6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16434",
    "kind": "arxiv",
    "version": 2
  }
}