Pith Number

pith:GHBXT2PR

pith:2025:GHBXT2PRSA54FBBQ377Z66VGE3

not attested not anchored not stored refs pending

Dynamic Action Interpolation: A Universal Approach for Accelerating Reinforcement Learning with Expert Guidance

Wenjun Cao

arxiv:2504.18766 v1 · 2025-04-26 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GHBXT2PRSA54FBBQ377Z66VGE3}

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	2026-07-05T10:54:21.071129Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31c379e9f1903bc28430dfff9f7aa626da9498d1cce48228116eb18d1683ab65

Aliases

arxiv: 2504.18766 · arxiv_version: 2504.18766v1 · doi: 10.48550/arxiv.2504.18766 · pith_short_12: GHBXT2PRSA54 · pith_short_16: GHBXT2PRSA54FBBQ · pith_short_8: GHBXT2PR

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/GHBXT2PRSA54FBBQ377Z66VGE3 \
  | 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: 31c379e9f1903bc28430dfff9f7aa626da9498d1cce48228116eb18d1683ab65

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02802c940a738cbbd6a11141abceb7c83f8c7fb0b90f6a67d960839218863db1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-26T02:12:02Z",
    "title_canon_sha256": "4eb74de54d537a9add550339ded858a4722c74af10fab50c04e30ba0721f38cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.18766",
    "kind": "arxiv",
    "version": 1
  }
}