Pith Number

pith:D6TPSLJB

pith:2024:D6TPSLJBDBTW4HRBZRHA4HQYJG

not attested not anchored not stored refs pending

Q-SFT: Q-Learning for Language Models via Supervised Fine-Tuning

Anca Dragan, Joey Hong, Sergey Levine

arxiv:2411.05193 v2 · 2024-11-07 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D6TPSLJBDBTW4HRBZRHA4HQYJG}

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

1 paper in Pith

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Receipt and verification

First computed	2026-07-05T09:41:03.417847Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1fa6f92d2118676e1e21cc4e0e1e18499cf74dea77e3ee49387692fa03327176

Aliases

arxiv: 2411.05193 · arxiv_version: 2411.05193v2 · doi: 10.48550/arxiv.2411.05193 · pith_short_12: D6TPSLJBDBTW · pith_short_16: D6TPSLJBDBTW4HRB · pith_short_8: D6TPSLJB

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/D6TPSLJBDBTW4HRBZRHA4HQYJG \
  | 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: 1fa6f92d2118676e1e21cc4e0e1e18499cf74dea77e3ee49387692fa03327176

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5daf950cecedc04a2a8e72e060e5c9198bf6ea4e7a78c259f5dbbce38bc22559",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-07T21:36:52Z",
    "title_canon_sha256": "fb96ec099b640a0abe6b56efda25e195af9bce78b04304ec3d3d277f1326bf4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.05193",
    "kind": "arxiv",
    "version": 2
  }
}