Pith Number

pith:VNGJWGFS

pith:2024:VNGJWGFS6K4Y3F4XK64WPMJXMR

not attested not anchored not stored refs pending

Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future Directions

Bhargav Ganguly, Jiayu Chen, Tian Lan, Vaneet Aggarwal, Yang Xu, Yongsheng Mei

arxiv:2402.13777 v5 · 2024-02-21 · 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{VNGJWGFS6K4Y3F4XK64WPMJXMR}

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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.

Cited by

1 paper in Pith

DR-SAC: Distributionally Robust Soft Actor-Critic for Reinforcement Learning under Uncertainty

Receipt and verification

First computed	2026-07-05T08:23:18.352124Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab4c9b18b2f2b98d979757b967b137645b2615f686762aada6daad6c4e1101b3

Aliases

arxiv: 2402.13777 · arxiv_version: 2402.13777v5 · doi: 10.48550/arxiv.2402.13777 · pith_short_12: VNGJWGFS6K4Y · pith_short_16: VNGJWGFS6K4Y3F4X · pith_short_8: VNGJWGFS

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/VNGJWGFS6K4Y3F4XK64WPMJXMR \
  | 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: ab4c9b18b2f2b98d979757b967b137645b2615f686762aada6daad6c4e1101b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1b11c66acb0655dd396ea9d4aca278923231487c7b50d6ef7fa2c91012c18f5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-21T12:54:48Z",
    "title_canon_sha256": "61e267f3b6111406fbea1c4c2b5baebcb28f7166223745bfc726434170aa13f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13777",
    "kind": "arxiv",
    "version": 5
  }
}