Pith Number

pith:6XTBAI4K

pith:2023:6XTBAI4KTVADQY4CARAL6L2WXG

not attested not anchored not stored refs pending

Selective Perception: Optimizing State Descriptions with Reinforcement Learning for Language Model Actors

JB Lanier, Kolby Nottingham, Kyungmin Kim, Pierre Baldi, Roy Fox, Sameer Singh, Yasaman Razeghi

arxiv:2307.11922 v1 · 2023-07-21 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6XTBAI4KTVADQY4CARAL6L2WXG}

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.

Receipt and verification

First computed	2026-07-05T06:33:48.431599Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f5e610238a9d403863820440bf2f56b9840b38a8900fcb5b15085725b88bf76f

Aliases

arxiv: 2307.11922 · arxiv_version: 2307.11922v1 · doi: 10.48550/arxiv.2307.11922 · pith_short_12: 6XTBAI4KTVAD · pith_short_16: 6XTBAI4KTVADQY4C · pith_short_8: 6XTBAI4K

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/6XTBAI4KTVADQY4CARAL6L2WXG \
  | 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: f5e610238a9d403863820440bf2f56b9840b38a8900fcb5b15085725b88bf76f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d72e8be9c911dbbb91d1276416153615ef410cc84579ad2263d490276b633a9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-21T22:02:50Z",
    "title_canon_sha256": "4193b28f862dc22bc9ac0ef98553ea4a1c6583d1388d205db3da73c3b7aecea9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.11922",
    "kind": "arxiv",
    "version": 1
  }
}