Pith Number

pith:KZZPK6SC

pith:2024:KZZPK6SC4I27XBBZMH54GV57LK

not attested not anchored not stored refs pending

Deep Attention Driven Reinforcement Learning (DAD-RL) for Autonomous Decision-Making in Dynamic Environment

Jayabrata Chowdhury, P.B.Sujit, Sumit Dangi, Suresh Sundaram, Venkataramanan Shivaraman

arxiv:2407.08932 v2 · 2024-07-12 · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KZZPK6SC4I27XBBZMH54GV57LK}

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.

Receipt and verification

First computed	2026-07-05T09:13:05.941232Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5672f57a42e235fb843961fbc357bf5a8422a635ecbf27362c7f0c26f42da0d4

Aliases

arxiv: 2407.08932 · arxiv_version: 2407.08932v2 · doi: 10.48550/arxiv.2407.08932 · pith_short_12: KZZPK6SC4I27 · pith_short_16: KZZPK6SC4I27XBBZ · pith_short_8: KZZPK6SC

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/KZZPK6SC4I27XBBZMH54GV57LK \
  | 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: 5672f57a42e235fb843961fbc357bf5a8422a635ecbf27362c7f0c26f42da0d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c75c7be31433c65e7c9481134ef216a9c5c68aedce9dab0dc3843f73c7e5856e",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-12T02:34:44Z",
    "title_canon_sha256": "8b97660e154c63ef2d5d355d216c9e44d6891eeea8f5bf503d811a8e8bdd6898"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08932",
    "kind": "arxiv",
    "version": 2
  }
}