Pith Number

pith:JWKLYADB

pith:2024:JWKLYADBTC3BCOBGWLSGY35LIC

not attested not anchored not stored refs pending

DistRL: An Asynchronous Distributed Reinforcement Learning Framework for On-Device Control Agents

Jianheng Liu, Jianye Hao, Jun Wang, Kun Shao, Taiyi Wang, Zhihao Wu

arxiv:2410.14803 v5 · 2024-10-18 · cs.LG · cs.AI · cs.DC · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JWKLYADBTC3BCOBGWLSGY35LIC}

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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

4 papers in Pith

StainFlow: Entity-Stain Tracking and Evidence Linking for Process Rewards in GUI Agents

Large Language Model-Brained GUI Agents: A Survey

Beyond Syntax: Action Semantics Learning for App Agents

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

Receipt and verification

First computed	2026-07-05T10:17:50.849576Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d94bc006198b6113826b2e46c6fab4086072c7b08e4717909fe3e7192aef415

Aliases

arxiv: 2410.14803 · arxiv_version: 2410.14803v5 · doi: 10.48550/arxiv.2410.14803 · pith_short_12: JWKLYADBTC3B · pith_short_16: JWKLYADBTC3BCOBG · pith_short_8: JWKLYADB

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/JWKLYADBTC3BCOBGWLSGY35LIC \
  | 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: 4d94bc006198b6113826b2e46c6fab4086072c7b08e4717909fe3e7192aef415

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43b6b8a5a244fcffd8259359aa069d8bc5a92e8f81b4412fbc491010d5aa391d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-18T18:19:56Z",
    "title_canon_sha256": "7cd82a33e7d6b9ce507f720bed883783660ce03e1a300a757216d29f434fb834"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.14803",
    "kind": "arxiv",
    "version": 5
  }
}