Pith Number

pith:VJZ2IFDT

pith:2024:VJZ2IFDTQRV5V5KEIAXDQDTNQD

not attested not anchored not stored refs pending

Adam on Local Time: Addressing Nonstationarity in RL with Relative Adam Timesteps

Alexander D. Goldie, Andrei Lupu, Benjamin Ellis, Jakob Foerster, Matthew T. Jackson, Mattie Fellows, Shimon Whiteson

arxiv:2412.17113 v1 · 2024-12-22 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VJZ2IFDTQRV5V5KEIAXDQDTNQD}

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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

How Should We Meta-Learn Reinforcement Learning Algorithms?

Receipt and verification

First computed	2026-07-05T09:53:17.743371Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa73a41473846bdaf544402e380e6d80e4a01a609d0c99fcd7d91fe9933aacd9

Aliases

arxiv: 2412.17113 · arxiv_version: 2412.17113v1 · doi: 10.48550/arxiv.2412.17113 · pith_short_12: VJZ2IFDTQRV5 · pith_short_16: VJZ2IFDTQRV5V5KE · pith_short_8: VJZ2IFDT

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/VJZ2IFDTQRV5V5KEIAXDQDTNQD \
  | 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: aa73a41473846bdaf544402e380e6d80e4a01a609d0c99fcd7d91fe9933aacd9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5179179103ce2ca0fa84f08c5c2a6db193c0bd54f74da7de1737c9e1ab72d336",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-22T18:01:08Z",
    "title_canon_sha256": "094156a9bc9f2a052d900da5d6298ce929efc748d8d0133936cad25f1c9a131e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17113",
    "kind": "arxiv",
    "version": 1
  }
}