Pith Number

pith:3LCC5CHG

pith:2021:3LCC5CHGR4VYWSHCIHLE4XCQN6

not attested not anchored not stored refs pending

Creating Multimodal Interactive Agents with Imitation and Self-Supervised Learning

Adam Santoro, Alden Hung, Alex Goldin, Alistair Muldal, Arthur Brussee, Arun Ahuja, Chen Yan, DeepMind Interactive Agents Team: Josh Abramson, Federico Carnevale, Felix Fischer, Felix Hill, Greg Wayne, Guy Scully, Hamza Merzic, Jessica Landon, Mansi Gupta, Mary Cassin, Nathaniel Wong, Peter C Humphreys, Petko Georgiev, Rui Zhu, Tamara von Glehn, Tim Harley, Timothy Lillicrap

arxiv:2112.03763 v2 · 2021-12-07 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3LCC5CHGR4VYWSHCIHLE4XCQN6}

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

2 papers in Pith

Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models

Voyager: An Open-Ended Embodied Agent with Large Language Models

Receipt and verification

First computed	2026-07-05T03:53:38.797484Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dac42e88e68f2b8b48e241d64e5c506f90d4093e5a8fa4d006c24dfe3c39d350

Aliases

arxiv: 2112.03763 · arxiv_version: 2112.03763v2 · doi: 10.48550/arxiv.2112.03763 · pith_short_12: 3LCC5CHGR4VY · pith_short_16: 3LCC5CHGR4VYWSHC · pith_short_8: 3LCC5CHG

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/3LCC5CHGR4VYWSHCIHLE4XCQN6 \
  | 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: dac42e88e68f2b8b48e241d64e5c506f90d4093e5a8fa4d006c24dfe3c39d350

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4888ae3372a3c7120e7943c00f731588e51a53c88cac6e6975844c5b146bc74",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-07T15:17:27Z",
    "title_canon_sha256": "438e28b426889b95ee556f6c0dac8a20e6600bd74d889d900e46318f50034b4f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.03763",
    "kind": "arxiv",
    "version": 2
  }
}