Pith Number

pith:3IVGWU2N

pith:2023:3IVGWU2NUZGTVKQWFYML2OOQRQ

not attested not anchored not stored refs pending

Is Feedback All You Need? Leveraging Natural Language Feedback in Goal-Conditioned Reinforcement Learning

Alessandro Suglia, Max Taylor-Davies, Sabrina McCallum, Stefano V. Albrecht

arxiv:2312.04736 v1 · 2023-12-07 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3IVGWU2NUZGTVKQWFYML2OOQRQ}

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	2026-07-05T07:21:50.563459Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da2a6b534da64d3aaa162e18bd39d08c2733402f4efffa796a45f0586347e9f8

Aliases

arxiv: 2312.04736 · arxiv_version: 2312.04736v1 · doi: 10.48550/arxiv.2312.04736 · pith_short_12: 3IVGWU2NUZGT · pith_short_16: 3IVGWU2NUZGTVKQW · pith_short_8: 3IVGWU2N

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/3IVGWU2NUZGTVKQWFYML2OOQRQ \
  | 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: da2a6b534da64d3aaa162e18bd39d08c2733402f4efffa796a45f0586347e9f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eae3e4e83b825fdecd4d5c39a77946471a602a9ce4ec3cc37b27e30564fafd94",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-07T22:33:34Z",
    "title_canon_sha256": "5fc33eed8d9a56e8088cce0c7f35cc276f5bc2dedf6adf751726d5eacad5ddce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.04736",
    "kind": "arxiv",
    "version": 1
  }
}