Pith Number

pith:GFSCDJN3

pith:2020:GFSCDJN33PE6VXBT6DXEMXLFWP

not attested not anchored not stored refs pending

Imitating Interactive Intelligence

Adam Santoro, Alden Hung, Alistair Muldal, Andrew Dudzik, Arthur Brussee, Arun Ahuja, Aurelia Guy, Bogdan Damoc, Chen Yan, Duncan Williams, Federico Carnevale, Felix Hill, Greg Wayne, Iain Barr, Jessica Landon, Josh Abramson, Kory Mathewson, Mary Cassin, Nathaniel Wong, Nikolay Savinov, Petko Georgiev, Rachita Chhaparia, Rui Zhu, So\v{n}a Mokr\'a, Stephen Clark, Tim Harley, Timothy Lillicrap, Vikrant Varma, Zachary Kenton

arxiv:2012.05672 v2 · 2020-12-10 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GFSCDJN33PE6VXBT6DXEMXLFWP}

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

4 papers in Pith

Proximal Policy Distillation

Decision Transformer: Reinforcement Learning via Sequence Modeling

Perceiver IO: A General Architecture for Structured Inputs & Outputs

A General Language Assistant as a Laboratory for Alignment

Receipt and verification

First computed	2026-07-05T02:08:32.870561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

316421a5bbdbc9eadc33f0ee465d65b3f21fdfd11568b7e037216c3f951addf9

Aliases

arxiv: 2012.05672 · arxiv_version: 2012.05672v2 · doi: 10.48550/arxiv.2012.05672 · pith_short_12: GFSCDJN33PE6 · pith_short_16: GFSCDJN33PE6VXBT · pith_short_8: GFSCDJN3

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/GFSCDJN33PE6VXBT6DXEMXLFWP \
  | 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: 316421a5bbdbc9eadc33f0ee465d65b3f21fdfd11568b7e037216c3f951addf9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6dc62f648659c8fd083847ae828a05f671d57bd93a1346062237049bb5b4c876",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-10T13:55:47Z",
    "title_canon_sha256": "28355dd2dfa97b9fbe427448ca8bc96078cf9695aaf8acd6c703969ba24e289a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.05672",
    "kind": "arxiv",
    "version": 2
  }
}