Pith Number

pith:AGO6S6VL

pith:2019:AGO6S6VLJU64AB7CMXX7BVLEF2

not attested not anchored not stored refs pending

VariBAD: A Very Good Method for Bayes-Adaptive Deep RL via Meta-Learning

Katja Hofmann, Kyriacos Shiarlis, Luisa Zintgraf, Maximilian Igl, Sebastian Schulze, Shimon Whiteson, Yarin Gal

arxiv:1910.08348 v2 · 2019-10-18 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{AGO6S6VLJU64AB7CMXX7BVLEF2}

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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

9 papers in Pith

In-Context World Modeling for Robotic Control

Learning to Adapt: Representation-Based Reinforcement Learning for Multi-Task Skill Transfer

CoRMA: Contrastive RMA for Contact-Rich Meta-Adaptation

Behavior-Invariant Task Representation Learning with Transformer-based World Models for Offline Meta-Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:44:27.501503Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

019de97aab4d3dc007e265eff0d5642ea0e8f30979670976e8e1804a3596a30e

Aliases

arxiv: 1910.08348 · arxiv_version: 1910.08348v2 · doi: 10.48550/arxiv.1910.08348 · pith_short_12: AGO6S6VLJU64 · pith_short_16: AGO6S6VLJU64AB7C · pith_short_8: AGO6S6VL

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/AGO6S6VLJU64AB7CMXX7BVLEF2 \
  | 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: 019de97aab4d3dc007e265eff0d5642ea0e8f30979670976e8e1804a3596a30e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "adb92dfc5245d6f67d222e7a7908641a27099b80ece2bcdbcb73cc2db0fe99df",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-18T11:44:59Z",
    "title_canon_sha256": "fa0dc4365b5c488b202ba9925c1076b1fbe4f44af0baf2d28e3cae679e643887"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.08348",
    "kind": "arxiv",
    "version": 2
  }
}