Pith Number

pith:TMM2ZANT

pith:2016:TMM2ZANTSAPHDGJL3X6T2ZSUH5

not attested not anchored not stored refs pending

DeepMind Lab

Adam Cain, Adrian Bolton, Amir Sadik, Andrew Lefrancq, Charles Beattie, Demis Hassabis, Denis Teplyashin, Heinrich K\"uttler, Helen King, Joel Z. Leibo, Julian Schrittwieser, Keith Anderson, Marcus Wainwright, Max Cant, Sarah York, Shane Legg, Simon Green, Stephen Gaffney, Stig Petersen, Tom Ward, V\'ictor Vald\'es

arxiv:1612.03801 v2 · 2016-12-12 · 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{TMM2ZANTSAPHDGJL3X6T2ZSUH5}

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

19 papers in Pith

Shaping Belief States with Generative Environment Models for RL

On the notion of number in humans and machines

On Inductive Biases in Deep Reinforcement Learning

Arena: a toolkit for Multi-Agent Reinforcement Learning

Why Build an Assistant in Minecraft?

Receipt and verification

First computed	2026-05-18T00:55:06.114990Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b19ac81b3901e71992bddfd3d66543f4570db86d549622c5eb5dec1d63d53f4

Aliases

arxiv: 1612.03801 · arxiv_version: 1612.03801v2 · doi: 10.48550/arxiv.1612.03801 · pith_short_12: TMM2ZANTSAPH · pith_short_16: TMM2ZANTSAPHDGJL · pith_short_8: TMM2ZANT

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/TMM2ZANTSAPHDGJL3X6T2ZSUH5 \
  | 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: 9b19ac81b3901e71992bddfd3d66543f4570db86d549622c5eb5dec1d63d53f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5263b715cb1fc5c036d7f71e057523c484c8187f94395d10d8ffd54493d3f529",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-12-12T17:32:49Z",
    "title_canon_sha256": "ba1db9943226e04532361ff9d1dc13dc3de3b3dda277f15dfa4626b143c96282"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1612.03801",
    "kind": "arxiv",
    "version": 2
  }
}