Pith Number

pith:M4S4SU6W

pith:2024:M4S4SU6WLXW72RTFN4DQAV2MS6

not attested not anchored not stored refs pending

GRAD-SUM: Leveraging Gradient Summarization for Optimal Prompt Engineering

Derek Austin, Elliott Chartock

arxiv:2407.12865 v1 · 2024-07-12 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M4S4SU6WLXW72RTFN4DQAV2MS6}

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

A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems

Receipt and verification

First computed	2026-07-05T08:45:12.784395Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6725c953d65dedfd46656f0700574c978efc62fedc71aed4fac24dec81af2043

Aliases

arxiv: 2407.12865 · arxiv_version: 2407.12865v1 · doi: 10.48550/arxiv.2407.12865 · pith_short_12: M4S4SU6WLXW7 · pith_short_16: M4S4SU6WLXW72RTF · pith_short_8: M4S4SU6W

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/M4S4SU6WLXW72RTFN4DQAV2MS6 \
  | 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: 6725c953d65dedfd46656f0700574c978efc62fedc71aed4fac24dec81af2043

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "27e3398d93b65c5e32a611bbbbde181ff3dfd4cf51ce912b993acf4a954019cd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-12T19:11:21Z",
    "title_canon_sha256": "55d7cd8a0b04becdba402c651111a8f57aba9e1ada91b3868ee4b574c54344cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.12865",
    "kind": "arxiv",
    "version": 1
  }
}