Pith Number

pith:EXDPEZDQ

pith:2020:EXDPEZDQBFFBFS5FZPSCCI5H24

not attested not anchored not stored refs pending

Learning Abstract Models for Strategic Exploration and Fast Reward Transfer

Emma Brunskill, Evan Zheran Liu, Kelvin Guu, Panupong Pasupat, Percy Liang, Ramtin Keramati, Sudarshan Seshadri

arxiv:2007.05896 v1 · 2020-07-12 · 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{EXDPEZDQBFFBFS5FZPSCCI5H24}

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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

e3: Learning to Explore Enables Extrapolation of Test-Time Compute for LLMs

Receipt and verification

First computed	2026-07-05T01:18:07.749582Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25c6f26470094a12cba5cbe42123a7d719423185a03e46cdf3253381ddb1a09b

Aliases

arxiv: 2007.05896 · arxiv_version: 2007.05896v1 · doi: 10.48550/arxiv.2007.05896 · pith_short_12: EXDPEZDQBFFB · pith_short_16: EXDPEZDQBFFBFS5F · pith_short_8: EXDPEZDQ

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/EXDPEZDQBFFBFS5FZPSCCI5H24 \
  | 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: 25c6f26470094a12cba5cbe42123a7d719423185a03e46cdf3253381ddb1a09b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3fe51c91ff29b107bf38de2da92bd3c1b3035a32baa52fccc43c2631b3eabbb",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-12T03:33:50Z",
    "title_canon_sha256": "306a8efebd481de7b7bff5293873c630c97ca4c50f2c6f23344f1448c01f68ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.05896",
    "kind": "arxiv",
    "version": 1
  }
}