Pith Number

pith:F2T337YL

pith:2025:F2T337YLPEJNMS743KI556MG6L

not attested not anchored not stored refs pending

Optimizing Language Models for Inference Time Objectives using Reinforcement Learning

Gabriel Synnaeve, Kunhao Zheng, R\'emi Munos, Yunhao Tang

arxiv:2503.19595 v2 · 2025-03-25 · cs.LG

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

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\usepackage{pith}
\pithnumber{F2T337YLPEJNMS743KI556MG6L}

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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

SPIRAL: Learning to Search and Aggregate

REVES: REvision and VErification--Augmented Training for Test-Time Scaling

Don't Let Gains FADE: Breaking Down Policy Gradient Weights in RL

DecompRL: Solving Harder Problems by Learning Modular Code Generation

Compute Aligned Training: Optimizing for Test Time Inference

Receipt and verification

First computed	2026-07-05T11:54:45.691052Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ea7bdff0b7912d64bfcda91def986f2d89a36dbd573db3663d57de8dead561c

Aliases

arxiv: 2503.19595 · arxiv_version: 2503.19595v2 · doi: 10.48550/arxiv.2503.19595 · pith_short_12: F2T337YLPEJN · pith_short_16: F2T337YLPEJNMS74 · pith_short_8: F2T337YL

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/F2T337YLPEJNMS743KI556MG6L \
  | 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: 2ea7bdff0b7912d64bfcda91def986f2d89a36dbd573db3663d57de8dead561c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40aad8901f3d8c0d090e4e090206ef69709c6e13706873d377d3e2758c7a7293",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-25T12:21:26Z",
    "title_canon_sha256": "710b9c14f126806fbc3afe50962750e496e34a7926ccabfb2ed1707e6cfb853b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.19595",
    "kind": "arxiv",
    "version": 2
  }
}