Pith Number

pith:OASN45WY

pith:2020:OASN45WYYDDIHQYFBOWD4ETV4T

not attested not anchored not stored refs pending

Refined Continuous Control of DDPG Actors via Parametrised Activation

Julie Iskander, Khaled Saleh, Mohammed Attia, Mohammed Hossny

arxiv:2006.02818 v1 · 2020-06-04 · cs.LG · 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{OASN45WYYDDIHQYFBOWD4ETV4T}

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	2026-07-05T01:08:00.333442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7024de76d8c0c683c3050bac3e1275e4ea29daea8bfb854c533e43962620d93b

Aliases

arxiv: 2006.02818 · arxiv_version: 2006.02818v1 · doi: 10.48550/arxiv.2006.02818 · pith_short_12: OASN45WYYDDI · pith_short_16: OASN45WYYDDIHQYF · pith_short_8: OASN45WY

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/OASN45WYYDDIHQYFBOWD4ETV4T \
  | 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: 7024de76d8c0c683c3050bac3e1275e4ea29daea8bfb854c533e43962620d93b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2aebbf2d403d62ec0da051625c1072f462af5ddaa2c953f8a53ea13c299b8483",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-04T12:27:46Z",
    "title_canon_sha256": "4b444cb38ea7c314c968f45d331bd0480dc69f8372571f3bed74ad8209671eba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.02818",
    "kind": "arxiv",
    "version": 1
  }
}