Pith Number

pith:FGA7PEOX

pith:2025:FGA7PEOXAVU3JQ4QNJWW277GOS

not attested not anchored not stored refs pending

Towards Empowerment Gain through Causal Structure Learning in Model-Based RL

Fan Feng, Hongye Cao, Jing Huo, Meng Fang, Shaokang Dong, Tianpei Yang, Yang Gao

arxiv:2502.10077 v1 · 2025-02-14 · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{FGA7PEOXAVU3JQ4QNJWW277GOS}

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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

3 papers in Pith

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

Transferable Delay-Aware Reinforcement Learning via Implicit Causal Graph Modeling

Delay-Empowered Causal Hierarchical Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:14:16.876236Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2981f791d70569b4c3906a6d6d7fe6749f45314e85c44695a3deb4910117176e

Aliases

arxiv: 2502.10077 · arxiv_version: 2502.10077v1 · doi: 10.48550/arxiv.2502.10077 · pith_short_12: FGA7PEOXAVU3 · pith_short_16: FGA7PEOXAVU3JQ4Q · pith_short_8: FGA7PEOX

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/FGA7PEOXAVU3JQ4QNJWW277GOS \
  | 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: 2981f791d70569b4c3906a6d6d7fe6749f45314e85c44695a3deb4910117176e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc68ea81c90c03db31d353ac5187394f30195bb9bfd256ff8260b267900eb597",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-14T10:59:09Z",
    "title_canon_sha256": "18ba3254917cb8d9a2fcb5699ccac204823bb531d3d6131558587280c02362f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10077",
    "kind": "arxiv",
    "version": 1
  }
}