Pith Number

pith:ANAIA3O7

pith:2022:ANAIA3O77HUZJWBS3AFVBDYWQY

not attested not anchored not stored refs pending

Improving Multimodal Interactive Agents with Reinforcement Learning from Human Feedback

Adam Santoro, Alden Hung, Alex Goldin, Alistair Muldal, Arun Ahuja, Chen Yan, Federico Carnevale, George Powell, Greg Wayne, Guy Scully, Jessica Landon, Jirka Lhotka, Josh Abramson, Nathaniel Wong, Petko Georgiev, Rui Zhu, Sanjana Srivastava, Tamara von Glehn, Timothy Lillicrap

arxiv:2211.11602 v1 · 2022-11-21 · cs.LG · cs.HC · 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{ANAIA3O77HUZJWBS3AFVBDYWQY}

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

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning

Receipt and verification

First computed	2026-07-05T05:17:55.850695Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0340806ddff9e994d832d80b508f16860f4797f36ad2d28caccf1d9c47e6681a

Aliases

arxiv: 2211.11602 · arxiv_version: 2211.11602v1 · doi: 10.48550/arxiv.2211.11602 · pith_short_12: ANAIA3O77HUZ · pith_short_16: ANAIA3O77HUZJWBS · pith_short_8: ANAIA3O7

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/ANAIA3O77HUZJWBS3AFVBDYWQY \
  | 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: 0340806ddff9e994d832d80b508f16860f4797f36ad2d28caccf1d9c47e6681a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9dd4019ea8d2135de9b27d523e5c8e62cada2c4e6f38b55b488e547374974973",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-21T16:00:31Z",
    "title_canon_sha256": "a2e63611bf1fac3b2f809ad328f43b39aa0206dd58abced3cb8bbdcc69d223ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.11602",
    "kind": "arxiv",
    "version": 1
  }
}