Pith Number

pith:QO7SHORT

pith:2025:QO7SHORTWYYHW37DPA2UGZ725V

not attested not anchored not stored refs pending

DYSTIL: Dynamic Strategy Induction with Large Language Models for Reinforcement Learning

Borui Wang, Kathleen McKeown, Rex Ying

arxiv:2505.03209 v1 · 2025-05-06 · 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{QO7SHORTWYYHW37DPA2UGZ725V}

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

3 papers in Pith

Skill Reuse as Compression in Agentic RL

A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence

METRO: Towards Strategy Induction from Expert Dialogue Transcripts for Non-collaborative Dialogues

Receipt and verification

First computed	2026-07-05T10:59:12.194740Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83bf23ba33b6307b6fe378354367faed7440f28bb0ad6ad04a1603fb4d3dbf5d

Aliases

arxiv: 2505.03209 · arxiv_version: 2505.03209v1 · doi: 10.48550/arxiv.2505.03209 · pith_short_12: QO7SHORTWYYH · pith_short_16: QO7SHORTWYYHW37D · pith_short_8: QO7SHORT

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/QO7SHORTWYYHW37DPA2UGZ725V \
  | 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: 83bf23ba33b6307b6fe378354367faed7440f28bb0ad6ad04a1603fb4d3dbf5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14b4efe2dffb8897b15f584f54a0bfed416da8e06ad60eb4df394c153bfbf759",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-06T05:53:09Z",
    "title_canon_sha256": "3283edd01acd56799f9854b6b46937136a436ef5d9896d89ea6be650f071a43e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.03209",
    "kind": "arxiv",
    "version": 1
  }
}