Pith Number

pith:CS5ZHYPL

pith:2024:CS5ZHYPLNFHSBUBRJE7M7Q27GR

not attested not anchored not stored refs pending

A Large Language Model-Driven Reward Design Framework via Dynamic Feedback for Reinforcement Learning

Jiafei Lyu, Jing-Wen Yang, Liangpeng Zhang, Runze Liu, Shengjie Sun, Xiu Li

arxiv:2410.14660 v1 · 2024-10-18 · 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{CS5ZHYPLNFHSBUBRJE7M7Q27GR}

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	2026-07-05T09:22:35.022791Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14bb93e1eb694f20d031493ecfc35f346a183e5a8a7b146c7d246e982021c8e9

Aliases

arxiv: 2410.14660 · arxiv_version: 2410.14660v1 · doi: 10.48550/arxiv.2410.14660 · pith_short_12: CS5ZHYPLNFHS · pith_short_16: CS5ZHYPLNFHSBUBR · pith_short_8: CS5ZHYPL

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/CS5ZHYPLNFHSBUBRJE7M7Q27GR \
  | 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: 14bb93e1eb694f20d031493ecfc35f346a183e5a8a7b146c7d246e982021c8e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1372cfed2315a05f80ed66cdff915e4910a8eb049f6afe955e0ecb9bb293ed3f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-18T17:51:51Z",
    "title_canon_sha256": "15ab21bcb7c8d557e46a39a7d7906a6f959485dbba15f885894f7752be53eee7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.14660",
    "kind": "arxiv",
    "version": 1
  }
}