Pith Number

pith:JTXGZ6XR

pith:2015:JTXGZ6XRNNF3MCBYMEK3ALCJF2

not attested not anchored not stored refs pending

Contextual Markov Decision Processes

Assaf Hallak, Dotan Di Castro, Shie Mannor

arxiv:1502.02259 v1 · 2015-02-08 · stat.ML · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JTXGZ6XRNNF3MCBYMEK3ALCJF2}

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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

8 papers in Pith

Ada-Diffuser: Latent-Aware Adaptive Diffusion for Decision-Making

MATE: Solving Contextual Markov Decision Processes with Memory of Accumulated Transition Embeddings

Fully Decentralized Cooperative Multi-Agent Reinforcement Learning is A Context Modeling Problem

MDP modeling for multi-stage stochastic programs

Contextual Intelligence The Next Leap for Reinforcement Learning

Receipt and verification

First computed	2026-05-18T02:27:43.088700Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4cee6cfaf16b4bb608386115b02c492ea34223319b3655f8bd71fd74311a2161

Aliases

arxiv: 1502.02259 · arxiv_version: 1502.02259v1 · doi: 10.48550/arxiv.1502.02259 · pith_short_12: JTXGZ6XRNNF3 · pith_short_16: JTXGZ6XRNNF3MCBY · pith_short_8: JTXGZ6XR

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/JTXGZ6XRNNF3MCBYMEK3ALCJF2 \
  | 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: 4cee6cfaf16b4bb608386115b02c492ea34223319b3655f8bd71fd74311a2161

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87257b35451750dbe41178c7d06dea43cd09df5edd39aaef83548ffc637d40e0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2015-02-08T14:58:50Z",
    "title_canon_sha256": "50e088e6d4d41d9bb6268d6c993318b0903101370f97943954868d4e99612a81"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1502.02259",
    "kind": "arxiv",
    "version": 1
  }
}