Pith Number

pith:FCA3Z4ZO

pith:2024:FCA3Z4ZOJ3QRZ5GX3HOBL5YVBU

not attested not anchored not stored refs pending

Transformers Can Learn Temporal Difference Methods for In-Context Reinforcement Learning

Ethan Blaser, Hadi Daneshmand, Jiuqi Wang, Shangtong Zhang

arxiv:2405.13861 v4 · 2024-05-22 · 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{FCA3Z4ZOJ3QRZ5GX3HOBL5YVBU}

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

2 papers in Pith

UniVAD v2: Unified Visual Anomaly Detection via Support-Conditioned Boundary Construction

One for All: A Non-Linear Transformer can Enable Cross-Domain Generalization for In-Context Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:19:24.177887Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2881bcf32e4ee11cf4d7d9dc15f7150d022ea7760a9daa49a8f9b45c8054a1b3

Aliases

arxiv: 2405.13861 · arxiv_version: 2405.13861v4 · doi: 10.48550/arxiv.2405.13861 · pith_short_12: FCA3Z4ZOJ3QR · pith_short_16: FCA3Z4ZOJ3QRZ5GX · pith_short_8: FCA3Z4ZO

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/FCA3Z4ZOJ3QRZ5GX3HOBL5YVBU \
  | 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: 2881bcf32e4ee11cf4d7d9dc15f7150d022ea7760a9daa49a8f9b45c8054a1b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16aefcefbc7c6f54b14c80401e8e69732cb52951d782a2c001e0de46b3b7084e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-22T17:38:16Z",
    "title_canon_sha256": "bf291451d38a8ede4b9c4eb61197a9a74eb57eb10317df64639dfbe2376233c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13861",
    "kind": "arxiv",
    "version": 4
  }
}