Pith Number

pith:XFSDAILY

pith:2024:XFSDAILYPBLI4SIXLRXPEBUYYK

not attested not anchored not stored refs pending

A Survey on Self-Evolution of Large Language Models

Dacheng Tao, Fei Huang, Hangyu Li, Jingren Zhou, Ting-En Lin, Xiancai Chen, Yongbin Li, Yuchuan Wu, Zhengwei Tao, Zhi Jin

arxiv:2404.14387 v2 · 2024-04-22 · 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{XFSDAILYPBLI4SIXLRXPEBUYYK}

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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

24 papers in Pith

Safety in Self-Evolving LLM Agent Systems: Threats, Amplification, and Case Studies

Trace2Policy: From Expert Behavior Traces to Self-Evolving Decision Agents

SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision History

Rethinking Continual Experience Internalization for Self-Evolving LLM Agents

EvoTrainer: Co-Evolving LLM Policies and Training Harnesses for Autonomous Agentic Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:26:23.781326Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b96430217878568e49175c6ef20698c2bd8d0938eff97db8594faf0a4d898bd5

Aliases

arxiv: 2404.14387 · arxiv_version: 2404.14387v2 · doi: 10.48550/arxiv.2404.14387 · pith_short_12: XFSDAILYPBLI · pith_short_16: XFSDAILYPBLI4SIX · pith_short_8: XFSDAILY

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/XFSDAILYPBLI4SIXLRXPEBUYYK \
  | 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: b96430217878568e49175c6ef20698c2bd8d0938eff97db8594faf0a4d898bd5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b4a7eb340b698b56bfdf215063f9459a49d98249cb332d42873ac1fb444847e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-22T17:43:23Z",
    "title_canon_sha256": "5f9aeba464e0fd699532feb86f301dbaf9c7acdab0157087fe4a0f0f2d3b6698"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.14387",
    "kind": "arxiv",
    "version": 2
  }
}