Pith Number

pith:DZ4K6F2K

pith:2017:DZ4K6F2K6GWQL6B4EVBOMO3QYK

not attested not anchored not stored refs pending

AMBER: Adaptive Multi-Batch Experience Replay for Continuous Action Control

Seungyul Han, Youngchul Sung

arxiv:1710.04423 v2 · 2017-10-12 · 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{DZ4K6F2K6GWQL6B4EVBOMO3QYK}

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	2026-05-18T00:04:23.979020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e78af174af1ad05f83c2542e63b70c2bc9af1756357dc6c120928e63f741267

Aliases

arxiv: 1710.04423 · arxiv_version: 1710.04423v2 · doi: 10.48550/arxiv.1710.04423 · pith_short_12: DZ4K6F2K6GWQ · pith_short_16: DZ4K6F2K6GWQL6B4 · pith_short_8: DZ4K6F2K

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/DZ4K6F2K6GWQL6B4EVBOMO3QYK \
  | 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: 1e78af174af1ad05f83c2542e63b70c2bc9af1756357dc6c120928e63f741267

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a594cc962ef5902ad4eff56796edeb56cab74be6c18651e0474314182ccea46c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-10-12T09:42:47Z",
    "title_canon_sha256": "37588c497ce1a7d3d23ad51b0205b260b63136c3338e14e92bc46cc4c7a5d294"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1710.04423",
    "kind": "arxiv",
    "version": 2
  }
}