Pith. sign in
Pith Number

pith:ZDKVJM4Z

pith:2025:ZDKVJM4ZEMZQPHR6VHG5RTAK2U
not attested not anchored not stored refs pending

Decomposing the Entropy-Performance Exchange: The Missing Keys to Unlocking Effective Reinforcement Learning

Jia Deng, Jie Chen, Ji-Rong Wen, Wayne Xin Zhao, Zhipeng Chen

arxiv:2508.02260 v1 · 2025-08-04 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZDKVJM4ZEMZQPHR6VHG5RTAK2U}

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

8 papers in Pith

Receipt and verification
First computed 2026-07-05T11:48:11.195292Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c8d554b3992333079e3ea9cdd8cc0ad525c87e9bf7709b57282293c1199d20b5

Aliases

arxiv: 2508.02260 · arxiv_version: 2508.02260v1 · doi: 10.48550/arxiv.2508.02260 · pith_short_12: ZDKVJM4ZEMZQ · pith_short_16: ZDKVJM4ZEMZQPHR6 · pith_short_8: ZDKVJM4Z
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZDKVJM4ZEMZQPHR6VHG5RTAK2U \
  | 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: c8d554b3992333079e3ea9cdd8cc0ad525c87e9bf7709b57282293c1199d20b5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cb59b12e628d62345b41ff6b67a9699beb101c69210eeb69dfd972b310a39ac5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-04T10:08:10Z",
    "title_canon_sha256": "6e4f6cb3598fa7f5985136a3402f35fcbaeea330e17b8a709015b69c2de1f1d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.02260",
    "kind": "arxiv",
    "version": 1
  }
}