Pith Number

pith:LSD5XTZ3

pith:2024:LSD5XTZ3MJC2ONS4ZPKWDRVGCV

not attested not anchored not stored refs pending

Predicting Future Actions of Reinforcement Learning Agents

David Krueger, Scott Niekum, Stephen Chung

arxiv:2410.22459 v1 · 2024-10-29 · 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{LSD5XTZ3MJC2ONS4ZPKWDRVGCV}

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

Perspectives for Direct Interpretability in Multi-Agent Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:28:16.806380Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c87dbcf3b6245a7365ccbd561c6a615745e1db9179fb303d9c4b8ed5db0990f

Aliases

arxiv: 2410.22459 · arxiv_version: 2410.22459v1 · doi: 10.48550/arxiv.2410.22459 · pith_short_12: LSD5XTZ3MJC2 · pith_short_16: LSD5XTZ3MJC2ONS4 · pith_short_8: LSD5XTZ3

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/LSD5XTZ3MJC2ONS4ZPKWDRVGCV \
  | 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: 5c87dbcf3b6245a7365ccbd561c6a615745e1db9179fb303d9c4b8ed5db0990f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad8bc6a7ae647305834e89956c558d104132b7b00e628965e90550bf6016c09e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-29T18:48:18Z",
    "title_canon_sha256": "b9b262fa74b9b111b66b0475d8ad1899cde437bfb5da826e48288a4dfa9666a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.22459",
    "kind": "arxiv",
    "version": 1
  }
}