Pith Number

pith:62X4MDFD

pith:2025:62X4MDFD3NNTNLZHONFX5UTPOK

not attested not anchored not stored refs pending

Self-Generated In-Context Examples Improve LLM Agents for Sequential Decision-Making Tasks

Kayvon Fatahalian, Vishnu Sarukkai, Zhiqiang Xie

arxiv:2505.00234 v3 · 2025-05-01 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{62X4MDFD3NNTNLZHONFX5UTPOK}

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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

6 papers in Pith

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IdleSpec: Exploiting Idle Time via Speculative Planning for LLM Agents

Training Language Agents to Learn from Experience

FORGE: Self-Evolving Agent Memory With No Weight Updates via Population Broadcast

PluRule: A Benchmark for Moderating Pluralistic Communities on Social Media

Receipt and verification

First computed	2026-07-05T11:04:22.059780Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6afc60ca3db5b36af27734b7ed26f72b6f357d60d45dae8de80caba874d138a

Aliases

arxiv: 2505.00234 · arxiv_version: 2505.00234v3 · doi: 10.48550/arxiv.2505.00234 · pith_short_12: 62X4MDFD3NNT · pith_short_16: 62X4MDFD3NNTNLZH · pith_short_8: 62X4MDFD

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/62X4MDFD3NNTNLZHONFX5UTPOK \
  | 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: f6afc60ca3db5b36af27734b7ed26f72b6f357d60d45dae8de80caba874d138a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e459dd4629665110048f8d4fc1555c98e6d311b7b0e87e848e7f4ced3644839",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-01T00:48:12Z",
    "title_canon_sha256": "bce4e11f62ea38f9a7a1878625ea49b15aefad4be8e4fd0e192bb6a852b0d78d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.00234",
    "kind": "arxiv",
    "version": 3
  }
}