Pith Number

pith:GN6CNVM2

pith:2024:GN6CNVM2F6A6LOYAZ6VZ5KNTQ2

not attested not anchored not stored refs pending

Better than Your Teacher: LLM Agents that learn from Privileged AI Feedback

Paloma Sodhi, Sanjiban Choudhury

arxiv:2410.05434 v1 · 2024-10-07 · 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{GN6CNVM2F6A6LOYAZ6VZ5KNTQ2}

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

2 papers in Pith

Autoregressive Diffusion World Models for Off-Policy Evaluation of LLM Agents

What Drives Interactive Improvement from Feedback?

Receipt and verification

First computed	2026-07-05T09:17:19.169335Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

337c26d59a2f81e5bb00cfab9ea9b386ae0ae36000604086aa5c36d447f795cd

Aliases

arxiv: 2410.05434 · arxiv_version: 2410.05434v1 · doi: 10.48550/arxiv.2410.05434 · pith_short_12: GN6CNVM2F6A6 · pith_short_16: GN6CNVM2F6A6LOYA · pith_short_8: GN6CNVM2

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/GN6CNVM2F6A6LOYAZ6VZ5KNTQ2 \
  | 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: 337c26d59a2f81e5bb00cfab9ea9b386ae0ae36000604086aa5c36d447f795cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed54c75195ee4ff4c21cc38134058c7befb8d9e51d61d254b3c8736425425960",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T18:55:53Z",
    "title_canon_sha256": "6d011a5df2f7c5bb821288a2df20b2f58cb7e29d132226e638dd319898a770f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05434",
    "kind": "arxiv",
    "version": 1
  }
}