Pith Number

pith:Y35BVPGP

pith:2024:Y35BVPGP7VYTS6UIRC4S2BDTLM

not attested not anchored not stored refs pending

Deep Policy Gradient Methods Without Batch Updates, Target Networks, or Replay Buffers

Alireza Azimi, A. Rupam Mahmood, Colin Bellinger, Fahim Shariar, Gautham Vasan, Jiamin He, Martha White, Mohamed Elsayed

arxiv:2411.15370 v2 · 2024-11-22 · cs.LG · cs.AI · cs.RO · 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{Y35BVPGP7VYTS6UIRC4S2BDTLM}

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.

Cited by

1 paper in Pith

The Hive Mind is a Single Reinforcement Learning Agent

Receipt and verification

First computed	2026-07-05T11:06:25.163474Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6fa1abccffd71397a8888b92d04735b04d094e61f3270c7b2926ca00d6777ea

Aliases

arxiv: 2411.15370 · arxiv_version: 2411.15370v2 · doi: 10.48550/arxiv.2411.15370 · pith_short_12: Y35BVPGP7VYT · pith_short_16: Y35BVPGP7VYTS6UI · pith_short_8: Y35BVPGP

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/Y35BVPGP7VYTS6UIRC4S2BDTLM \
  | 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: c6fa1abccffd71397a8888b92d04735b04d094e61f3270c7b2926ca00d6777ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0d807ff0cf19e79a2c9b45890c36fceaf5ab08f6430f2858f6c5497961ab4ee",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-22T22:46:21Z",
    "title_canon_sha256": "ff54e2d955e91bf9208f2ef2c5a9a2e9271a3c23d1bc1348f8d657774ab2561c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15370",
    "kind": "arxiv",
    "version": 2
  }
}