Pith Number

pith:3QS5INCN

pith:2022:3QS5INCNS7RLZFGAMED5TQ7ZK2

not attested not anchored not stored refs pending

Latent State Marginalization as a Low-cost Approach for Improving Exploration

Aaron Courville, Amy Zhang, Dinghuai Zhang, Qinqing Zheng, Ricky T. Q. Chen, Yoshua Bengio

arxiv:2210.00999 v2 · 2022-10-03 · cs.LG · cs.AI · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3QS5INCNS7RLZFGAMED5TQ7ZK2}

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

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs

Receipt and verification

First computed	2026-07-05T05:40:32.448809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc25d4344d97e2bc94c06107d9c3f9569cffcb97c8a553186f41a2dbda094885

Aliases

arxiv: 2210.00999 · arxiv_version: 2210.00999v2 · doi: 10.48550/arxiv.2210.00999 · pith_short_12: 3QS5INCNS7RL · pith_short_16: 3QS5INCNS7RLZFGA · pith_short_8: 3QS5INCN

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/3QS5INCNS7RLZFGAMED5TQ7ZK2 \
  | 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: dc25d4344d97e2bc94c06107d9c3f9569cffcb97c8a553186f41a2dbda094885

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9da1e1723485904788bb0041aeb4db7b122f9db164ffdb22f8a4f22385dd2460",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-03T15:09:12Z",
    "title_canon_sha256": "e9ffbad9f90915d07989989468f5d2ff7071569a6f5661babea0a15a1971ef7b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.00999",
    "kind": "arxiv",
    "version": 2
  }
}