Pith Number

pith:K5MGXJY4

pith:2024:K5MGXJY4A44HQVCGT4NI2A7WLD

not attested not anchored not stored refs pending

MAMBA: an Effective World Model Approach for Meta-Reinforcement Learning

Aviv Tamar, Gilad Adler, Orr Krupnik, Tom Jurgenson, Zohar Rimon

arxiv:2403.09859 v1 · 2024-03-14 · 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{K5MGXJY4A44HQVCGT4NI2A7WLD}

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

Behavior-Invariant Task Representation Learning with Transformer-based World Models for Offline Meta-Reinforcement Learning

Task-Aware Virtual Training: Enhancing Generalization in Meta-Reinforcement Learning for Out-of-Distribution Tasks

Receipt and verification

First computed	2026-07-05T07:56:26.504275Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57586ba71c07387854469f1a8d03f658da697cd05b0d6ad910a6263a19a2dd07

Aliases

arxiv: 2403.09859 · arxiv_version: 2403.09859v1 · doi: 10.48550/arxiv.2403.09859 · pith_short_12: K5MGXJY4A44H · pith_short_16: K5MGXJY4A44HQVCG · pith_short_8: K5MGXJY4

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/K5MGXJY4A44HQVCGT4NI2A7WLD \
  | 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: 57586ba71c07387854469f1a8d03f658da697cd05b0d6ad910a6263a19a2dd07

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4021b3cf7bb55f694a7e9e686f1384e2b58ff864c0e92cef69c6a99829fe4e0d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-14T20:40:36Z",
    "title_canon_sha256": "a6980b9fb9cd78eb5789cdf777e8318e4a27a9342ba0dec48069eb7172277b82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.09859",
    "kind": "arxiv",
    "version": 1
  }
}