Pith Number

pith:3EMYEZ7L

pith:2023:3EMYEZ7L7EXN7LI4Y23BPIJZAC

not attested not anchored not stored refs pending

Guide Your Agent with Adaptive Multimodal Rewards

Changyeon Kim, Hao Liu, Honglak Lee, Jinwoo Shin, Kimin Lee, Lisa Lee, Younggyo Seo

arxiv:2309.10790 v2 · 2023-09-19 · cs.LG · cs.AI · cs.CV · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3EMYEZ7L7EXN7LI4Y23BPIJZAC}

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	2026-07-05T07:04:50.766581Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9198267ebf92edfad1cc6b617a13900b488d211d5eca67763a2ca0c9e9d511c

Aliases

arxiv: 2309.10790 · arxiv_version: 2309.10790v2 · doi: 10.48550/arxiv.2309.10790 · pith_short_12: 3EMYEZ7L7EXN · pith_short_16: 3EMYEZ7L7EXN7LI4 · pith_short_8: 3EMYEZ7L

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/3EMYEZ7L7EXN7LI4Y23BPIJZAC \
  | 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: d9198267ebf92edfad1cc6b617a13900b488d211d5eca67763a2ca0c9e9d511c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60699dd9284e694ae171e9074df2280a815244b0ef6c3ad31ad3e2ee9ab707ae",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-19T17:39:20Z",
    "title_canon_sha256": "0e2ec558740eeaf5bfd11b469039142f2edd758459e2d6f4193aac503477f1c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.10790",
    "kind": "arxiv",
    "version": 2
  }
}