Pith Number

pith:NRMPRFZV

pith:2026:NRMPRFZVKJX2UDFIWVEZJ2W5GL

not attested not anchored not stored refs pending

Experience-Driven Dynamic Exits for LLMs with Reinforcement Learning

Boyu Lai, Hai-Tao Zheng, Hoilam Pao, Niu Hu, Shaoxiong Zhan, Wei Guo, Yanyu Zhu, Yongqin Zeng, Zitai Wang

arxiv:2606.03113 v1 · 2026-06-02 · 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{NRMPRFZVKJX2UDFIWVEZJ2W5GL}

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.

Receipt and verification

First computed	2026-06-03T01:05:32.096218Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c58f89735526faa0ca8b54994eadd32e30b42e229789e80e71d4672ba2253ad

Aliases

arxiv: 2606.03113 · arxiv_version: 2606.03113v1 · doi: 10.48550/arxiv.2606.03113 · pith_short_12: NRMPRFZVKJX2 · pith_short_16: NRMPRFZVKJX2UDFI · pith_short_8: NRMPRFZV

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/NRMPRFZVKJX2UDFIWVEZJ2W5GL \
  | 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: 6c58f89735526faa0ca8b54994eadd32e30b42e229789e80e71d4672ba2253ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9d369940cffdf689472a3bdd6be19a50cd88b4539f8c3e6d69ab5971876463e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-02T03:59:14Z",
    "title_canon_sha256": "9d07b7db196b1c49551cd6417186587867e23614b1b02b01e4df79c019df3a8e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.03113",
    "kind": "arxiv",
    "version": 1
  }
}