Pith Number

pith:ZSHAAIW2

pith:2023:ZSHAAIW2VLJM3S7GOTND7BT46Q

not attested not anchored not stored refs pending

Language Reward Modulation for Pretraining Reinforcement Learning

Ademi Adeniji, Amber Xie, Carmelo Sferrazza, Pieter Abbeel, Stephen James, Younggyo Seo

arxiv:2308.12270 v1 · 2023-08-23 · cs.LG · 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{ZSHAAIW2VLJM3S7GOTND7BT46Q}

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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

2 papers in Pith

CoRe: Combined Rewards with Vision-Language Model Feedback for Preference-Aligned Reinforcement Learning

Robometer: Scaling General-Purpose Robotic Reward Models via Trajectory Comparisons

Receipt and verification

First computed	2026-07-05T06:44:02.356796Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc8e0022daaad2cdcbe674da3f867cf430ab7c07390c978a3971a868b602c853

Aliases

arxiv: 2308.12270 · arxiv_version: 2308.12270v1 · doi: 10.48550/arxiv.2308.12270 · pith_short_12: ZSHAAIW2VLJM · pith_short_16: ZSHAAIW2VLJM3S7G · pith_short_8: ZSHAAIW2

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/ZSHAAIW2VLJM3S7GOTND7BT46Q \
  | 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: cc8e0022daaad2cdcbe674da3f867cf430ab7c07390c978a3971a868b602c853

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67debeee9eba82d7a3bcc5a68b822049c890a24fb39ff99e246d03d39eded4fb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-23T17:37:51Z",
    "title_canon_sha256": "645f809d48b0364cf4c6ec996da917f8a200da33675b7825d5c140c76b3e961a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.12270",
    "kind": "arxiv",
    "version": 1
  }
}