Pith Number

pith:E47D4H2U

pith:2025:E47D4H2UCXZMFIB524M4BALNOL

not attested not anchored not stored refs pending

Exploring GPT-4 for Robotic Agent Strategy with Real-Time State Feedback and a Reactive Behaviour Framework

Thomas O'Brien, Ysobel Sims

arxiv:2503.23601 v1 · 2025-03-30 · cs.RO · 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{E47D4H2UCXZMFIB524M4BALNOL}

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

Foundation Model Driven Robotics: A Comprehensive Review

Receipt and verification

First computed	2026-07-05T10:41:56.245341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

273e3e1f5415f2c2a03dd719c0816d72f8ad37feafd7999c5bc5fe70cc617de0

Aliases

arxiv: 2503.23601 · arxiv_version: 2503.23601v1 · doi: 10.48550/arxiv.2503.23601 · pith_short_12: E47D4H2UCXZM · pith_short_16: E47D4H2UCXZMFIB5 · pith_short_8: E47D4H2U

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/E47D4H2UCXZMFIB524M4BALNOL \
  | 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: 273e3e1f5415f2c2a03dd719c0816d72f8ad37feafd7999c5bc5fe70cc617de0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7dd1636f0bd6aa22080ea65a1bdabfbb9291a260eb38a2ee077e7c4e2ba6f8a6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-03-30T21:53:28Z",
    "title_canon_sha256": "b67fcbcf7e8380b9feb5b69c8d199c5f55bdea91db1bf5b26c178a27cffbd2c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23601",
    "kind": "arxiv",
    "version": 1
  }
}