Pith Number

pith:ABEQFEI2

pith:2023:ABEQFEI24OGMTR4QS6CCGG4FJS

not attested not anchored not stored refs pending

A Study of Global and Episodic Bonuses for Exploration in Contextual MDPs

Mikael Henaff, Minqi Jiang, Roberta Raileanu

arxiv:2306.03236 v1 · 2023-06-05 · 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{ABEQFEI24OGMTR4QS6CCGG4FJS}

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

Deep Reinforcement Learning with Hybrid Intrinsic Reward Model

Receipt and verification

First computed	2026-07-05T06:17:55.427425Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

004902911ae38cc9c7909784231b854c8ef0d32a3a8b4908a49410d50633c668

Aliases

arxiv: 2306.03236 · arxiv_version: 2306.03236v1 · doi: 10.48550/arxiv.2306.03236 · pith_short_12: ABEQFEI24OGM · pith_short_16: ABEQFEI24OGMTR4Q · pith_short_8: ABEQFEI2

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/ABEQFEI24OGMTR4QS6CCGG4FJS \
  | 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: 004902911ae38cc9c7909784231b854c8ef0d32a3a8b4908a49410d50633c668

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "226554b447a77c407968250ec5a3d099012674b81f4de8914e55122fa5a51a6c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-06-05T20:45:30Z",
    "title_canon_sha256": "feb88fc713088b0c26e7d37b777a3d0826d7b2126ff6e3865eaf9f34aeebe93c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.03236",
    "kind": "arxiv",
    "version": 1
  }
}