Pith Number

pith:KZVXK25K

pith:2024:KZVXK25KVCPTVYNFSGCFPIFISW

not attested not anchored not stored refs pending

Trace is the Next AutoDiff: Generative Optimization with Rich Feedback, Execution Traces, and LLMs

Adith Swaminathan, Allen Nie, Ching-An Cheng

arxiv:2406.16218 v2 · 2024-06-23 · cs.AI · 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{KZVXK25KVCPTVYNFSGCFPIFISW}

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

8 papers in Pith

Marginal Advantage Accumulation for Memory-Driven Agent Self-Evolution

Shepherd: Enabling Programmable Meta-Agents via Reversible Agentic Execution Traces

SPEAR: Code-Augmented Agentic Prompt Optimization

Diagnosis Is Not Prescription: Linguistic Co-Adaptation Explains Patching Hazards in LLM Pipelines

MOCHA: Multi-Objective Chebyshev Annealing for Agent Skill Optimization

Receipt and verification

First computed	2026-07-05T09:29:30.702847Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

566b756baaa89f3ae1a5918457a0a895a1b2189da35c2d09f5ae3c05354369b1

Aliases

arxiv: 2406.16218 · arxiv_version: 2406.16218v2 · doi: 10.48550/arxiv.2406.16218 · pith_short_12: KZVXK25KVCPT · pith_short_16: KZVXK25KVCPTVYNF · pith_short_8: KZVXK25K

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/KZVXK25KVCPTVYNFSGCFPIFISW \
  | 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: 566b756baaa89f3ae1a5918457a0a895a1b2189da35c2d09f5ae3c05354369b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73f7d9fb0d45f01fd9ae9a3e4a39f97d0d14bfacd2b49c3643760dd1bab15184",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-23T21:05:31Z",
    "title_canon_sha256": "09b4b756dc058570d19e9da15f71b0a338cea838375ab07fb58c983c20bb7937"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.16218",
    "kind": "arxiv",
    "version": 2
  }
}