Pith Number

pith:QFOVJHUN

pith:2025:QFOVJHUN4UDBMGQYGMHDPWWHZA

not attested not anchored not stored refs pending

Adaptive Guidance Accelerates Reinforcement Learning of Reasoning Models

Anisha Gunjal, Elaine Lau, Manasi Sharma, Nikhil Baharte, Sean Hendryx, Vaskar Nath

arxiv:2506.13923 v2 · 2025-06-16 · 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{QFOVJHUN4UDBMGQYGMHDPWWHZA}

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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

7 papers in Pith

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Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards

Selective Off-Policy Reference Tuning with Plan Guidance

Receipt and verification

First computed	2026-07-05T11:24:23.973167Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

815d549e8de506161a18330e37dac7c800370fa2c87d1bcc9f7c99db0a6cb9c7

Aliases

arxiv: 2506.13923 · arxiv_version: 2506.13923v2 · doi: 10.48550/arxiv.2506.13923 · pith_short_12: QFOVJHUN4UDB · pith_short_16: QFOVJHUN4UDBMGQY · pith_short_8: QFOVJHUN

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/QFOVJHUN4UDBMGQYGMHDPWWHZA \
  | 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: 815d549e8de506161a18330e37dac7c800370fa2c87d1bcc9f7c99db0a6cb9c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4678b2d50b7e87470347bebdbd892549fa38574b4e39ec71f26a714e03ef0c56",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-16T19:03:06Z",
    "title_canon_sha256": "cbd84d83c90de728f71e0490e56e738f645bb0471e7596d224f2f43443636bf1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13923",
    "kind": "arxiv",
    "version": 2
  }
}