Pith Number

pith:GJ7P6M3Y

pith:2024:GJ7P6M3YX5W2DYNO2JKK5OUPSK

not attested not anchored not stored refs pending

DynaSaur: Large Language Agents Beyond Predefined Actions

Dang Nguyen, Franck Dernoncourt, Handong Zhao, Nedim Lipka, Puneet Mathur, Ruiyi Zhang, Ryan A. Rossi, Seunghyun Yoon, Tianyi Zhou, Trung Bui, Viet Dac Lai, Yu Wang

arxiv:2411.01747 v3 · 2024-11-04 · 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{GJ7P6M3YX5W2DYNO2JKK5OUPSK}

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

7 papers in Pith

Rethinking Agentic Reinforcement Learning In Large Language Models

Foundational Design Principles and Patterns for Building Robust and Adaptive GenAI-Native Systems

Reinforcement Learning for Self-Improving Agent with Skill Library

Rethinking Agentic Reinforcement Learning In Large Language Models

Do Self-Evolving Agents Forget? Capability Degradation and Preservation in Lifelong LLM Agent Adaptation

Receipt and verification

First computed	2026-07-05T12:04:29.030692Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

327eff3378bf6da1e1aed254aeba8f92a010dc0c7f32f7b2589242b41678ec7a

Aliases

arxiv: 2411.01747 · arxiv_version: 2411.01747v3 · doi: 10.48550/arxiv.2411.01747 · pith_short_12: GJ7P6M3YX5W2 · pith_short_16: GJ7P6M3YX5W2DYNO · pith_short_8: GJ7P6M3Y

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/GJ7P6M3YX5W2DYNO2JKK5OUPSK \
  | 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: 327eff3378bf6da1e1aed254aeba8f92a010dc0c7f32f7b2589242b41678ec7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ca83b246e80567e9ea06e35fc0d15cdb438a6fd3e80590a3b0e8bdd0af829a4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-04T02:08:59Z",
    "title_canon_sha256": "84bb8592e7194762a2483b28ea7e19c173659f0bd9dbd3564ce3bb95d0f89041"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.01747",
    "kind": "arxiv",
    "version": 3
  }
}