Pith. sign in
Pith Number

pith:ZLBR2VOO

pith:2024:ZLBR2VOO3IR74D5VZF2P5DIKWT
not attested not anchored not stored refs pending

Data Augmentation for Continual RL via Adversarial Gradient Episodic Memory

Sihao Wu, Xiaowei Huang, Xingyu Zhao

arxiv:2408.13452 v3 · 2024-08-24 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZLBR2VOO3IR74D5VZF2P5DIKWT}

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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 2026-07-05T09:21:28.097781Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cac31d55ceda23fe0fb5c974fe8d0ab4d7de2a4e632a2722196a6068d143e6be

Aliases

arxiv: 2408.13452 · arxiv_version: 2408.13452v3 · doi: 10.48550/arxiv.2408.13452 · pith_short_12: ZLBR2VOO3IR7 · pith_short_16: ZLBR2VOO3IR74D5V · pith_short_8: ZLBR2VOO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZLBR2VOO3IR74D5VZF2P5DIKWT \
  | 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: cac31d55ceda23fe0fb5c974fe8d0ab4d7de2a4e632a2722196a6068d143e6be
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f39861b671f6ef4e1ba8e87cc6a61f3f04c56a1e8fa5ce86e24402e81eec3f8c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-24T03:43:35Z",
    "title_canon_sha256": "6634f82e26880f492016172742bb4679733f8db5b30f8c593dfc364cb3050876"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.13452",
    "kind": "arxiv",
    "version": 3
  }
}