Pith Number

pith:MKB6WKY5

pith:2021:MKB6WKY5ZIQWHFHH3EYCF4GHN5

not attested not anchored not stored refs pending

ADER:Adapting between Exploration and Robustness for Actor-Critic Methods

Bo Zhou, Fan Wang, Hao Tian, Hongsheng Zeng, Kejiao Li

arxiv:2109.03443 v1 · 2021-09-08 · 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{MKB6WKY5ZIQWHFHH3EYCF4GHN5}

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	2026-07-05T03:12:31.235961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6283eb2b1dca216394e7d93022f0c76f718d4956967a5558fcd64318de5c9244

Aliases

arxiv: 2109.03443 · arxiv_version: 2109.03443v1 · doi: 10.48550/arxiv.2109.03443 · pith_short_12: MKB6WKY5ZIQW · pith_short_16: MKB6WKY5ZIQWHFHH · pith_short_8: MKB6WKY5

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/MKB6WKY5ZIQWHFHH3EYCF4GHN5 \
  | 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: 6283eb2b1dca216394e7d93022f0c76f718d4956967a5558fcd64318de5c9244

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "338dc2168808743f6d059556c373ce6d4f6fd30241e5d41eb0aeb4f2dc1ff45f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-08T05:48:39Z",
    "title_canon_sha256": "664ecbdb0b0aaffbba32b677d0f80024bfbcd1254390677b469e5b4e814cf0de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.03443",
    "kind": "arxiv",
    "version": 1
  }
}