Pith Number

pith:2MNSEPXW

pith:2023:2MNSEPXWX4NPATR2UXQ4QSNTX7

not attested not anchored not stored refs pending

Vision-Language Models are Zero-Shot Reward Models for Reinforcement Learning

David Lindner, Elvis Nava, Ethan Perez, Juan Rocamonde, Victoriano Montesinos

arxiv:2310.12921 v2 · 2023-10-19 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{2MNSEPXWX4NPATR2UXQ4QSNTX7}

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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

9 papers in Pith

LLM-as-a-Verifier: A General-Purpose Verification Framework

Learning Process Rewards via Success Visitation Matching for Efficient RL

Improving Robotic Generalist Policies via Flow Reversal Steering

Vision-Language Models for Deployable Social Robot Navigation: Bridging Semantic Reasoning and Low-Level Control

World Model Self-Distillation: Training World Models to Solve General Tasks

Receipt and verification

First computed	2026-07-05T07:56:00.617394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d31b223ef6bf1af04e3aa5e1c849b3bfed563bdd7fcb1a687dfd3d4957be0f13

Aliases

arxiv: 2310.12921 · arxiv_version: 2310.12921v2 · doi: 10.48550/arxiv.2310.12921 · pith_short_12: 2MNSEPXWX4NP · pith_short_16: 2MNSEPXWX4NPATR2 · pith_short_8: 2MNSEPXW

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/2MNSEPXWX4NPATR2UXQ4QSNTX7 \
  | 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: d31b223ef6bf1af04e3aa5e1c849b3bfed563bdd7fcb1a687dfd3d4957be0f13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d475c89ac3c1840711c23841f8011cef58d2f7921d73da5de123a40e1dde866d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-19T17:17:06Z",
    "title_canon_sha256": "3b1916a403453d8261ec074ad619beaee32e2b5a019f3a5f89894a7a8ff6561d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.12921",
    "kind": "arxiv",
    "version": 2
  }
}