Pith Number

pith:MR6TTSE6

pith:2025:MR6TTSE64MCEPVSQ5JGGFXXQIM

not attested not anchored not stored refs pending

ShiQ: Bringing back Bellman to LLMs

Eugene Tarassov, Florian Strub, Irem Ergun, Matthieu Geist, Nathan Grinsztajn, Olivier Pietquin, Omar D. Domingues, Pierre Clavier, Pierre H. Richemond, Raphael Avalos, Yannis Flet-Berliac

arxiv:2505.11081 v1 · 2025-05-16 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MR6TTSE64MCEPVSQ5JGGFXXQIM}

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

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

Autoregressive Language Models are Secretly Energy-Based Models: Insights into the Lookahead Capabilities of Next-Token Prediction

Receipt and verification

First computed	2026-07-05T11:04:10.472296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

647d39c89ee30447d650ea4c62def0433db3dcf64edb2b7b54cd3821bf7794d8

Aliases

arxiv: 2505.11081 · arxiv_version: 2505.11081v1 · doi: 10.48550/arxiv.2505.11081 · pith_short_12: MR6TTSE64MCE · pith_short_16: MR6TTSE64MCEPVSQ · pith_short_8: MR6TTSE6

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/MR6TTSE64MCEPVSQ5JGGFXXQIM \
  | 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: 647d39c89ee30447d650ea4c62def0433db3dcf64edb2b7b54cd3821bf7794d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1156f7e448a746f6fffe44615fdef48a3f0aa83131175d4e37b198ded790bc71",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-16T10:12:11Z",
    "title_canon_sha256": "3699f4342aaaee7615122fe223cfbdcdd3697eab7c8ea293a44986899e52180d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11081",
    "kind": "arxiv",
    "version": 1
  }
}