Pith Number

pith:MYM37LYD

pith:2023:MYM37LYDFPLETIVJYGNTY55LSR

not attested not anchored not stored refs pending

When Do Transformers Shine in RL? Decoupling Memory from Credit Assignment

Benjamin Eysenbach, Michel Ma, Pierre-Luc Bacon, Tianwei Ni

arxiv:2307.03864 v4 · 2023-07-07 · 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{MYM37LYDFPLETIVJYGNTY55LSR}

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

AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers

Receipt and verification

First computed	2026-07-05T07:08:42.558196Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6619bfaf032bd649a2a9c19b3c77ab9465e4542e1f4cdf1b8140890ab37a8c8e

Aliases

arxiv: 2307.03864 · arxiv_version: 2307.03864v4 · doi: 10.48550/arxiv.2307.03864 · pith_short_12: MYM37LYDFPLE · pith_short_16: MYM37LYDFPLETIVJ · pith_short_8: MYM37LYD

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/MYM37LYDFPLETIVJYGNTY55LSR \
  | 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: 6619bfaf032bd649a2a9c19b3c77ab9465e4542e1f4cdf1b8140890ab37a8c8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0ca19213d3f27b5ce96f350773375bf9c99e1b20bf03bcd10a3e91c4b327162",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-07T23:34:12Z",
    "title_canon_sha256": "a378c8f67dc5a132536a693e181c3f0fe0654285f027778c06178d1313c93eb0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.03864",
    "kind": "arxiv",
    "version": 4
  }
}