Pith Number

pith:ZQUQXRKQ

pith:2024:ZQUQXRKQEO45EU5NDN4JYHOM5X

not attested not anchored not stored refs pending

Adaptive Reward Design for Reinforcement Learning

Ingy Elsayed-Aly, Lu Feng, Minjae Kwon

arxiv:2412.10917 v2 · 2024-12-14 · cs.RO · cs.AI · 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{ZQUQXRKQEO45EU5NDN4JYHOM5X}

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

1 paper in Pith

A Unified Framework for Dynamic Reward Shaping in Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:04:42.848537Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc290bc55023b9d253ad1b789c1dccedcb4e9d2a2c1c8ce234ae7ff35d9a1fdb

Aliases

arxiv: 2412.10917 · arxiv_version: 2412.10917v2 · doi: 10.48550/arxiv.2412.10917 · pith_short_12: ZQUQXRKQEO45 · pith_short_16: ZQUQXRKQEO45EU5N · pith_short_8: ZQUQXRKQ

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/ZQUQXRKQEO45EU5NDN4JYHOM5X \
  | 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: cc290bc55023b9d253ad1b789c1dccedcb4e9d2a2c1c8ce234ae7ff35d9a1fdb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b7556fd44033c716ccfc47fc18b5d61a13926447aa51000a062e7ed96fcd9df",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2024-12-14T18:04:18Z",
    "title_canon_sha256": "84792c14b5bbb98baf18b8061a084c470ad8700fe098a158528a04c13671a0d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10917",
    "kind": "arxiv",
    "version": 2
  }
}