Pith. sign in
Pith Number

pith:OY6IPXJI

pith:2025:OY6IPXJIIYRZV4ZY4BRL6P4DH5
not attested not anchored not stored refs pending

Modeling Unseen Environments with Language-guided Composable Causal Components in Reinforcement Learning

Biwei Huang, Xinyue Wang

arxiv:2505.08361 v1 · 2025-05-13 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{OY6IPXJIIYRZV4ZY4BRL6P4DH5}

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

3 papers in Pith

Ada-Diffuser: Latent-Aware Adaptive Diffusion for Decision-Making
Plan in Sandbox, Navigate in Open Worlds: Learning Physics-Grounded Abstracted Experience for Embodied Navigation
The Design and Composition of Structural Causal Decision Processes
Receipt and verification
First computed 2026-07-05T11:02:29.498410Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

763c87dd2846239af338e062bf3f833f782e31e3a05b7df20eedb2e0a030aaae

Aliases

arxiv: 2505.08361 · arxiv_version: 2505.08361v1 · doi: 10.48550/arxiv.2505.08361 · pith_short_12: OY6IPXJIIYRZ · pith_short_16: OY6IPXJIIYRZV4ZY · pith_short_8: OY6IPXJI
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/OY6IPXJIIYRZV4ZY4BRL6P4DH5 \
  | 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: 763c87dd2846239af338e062bf3f833f782e31e3a05b7df20eedb2e0a030aaae
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "34e0e51d31ab466608a3b66bc5882f126e4d503478971ac8449d0f3e63447662",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-13T09:08:28Z",
    "title_canon_sha256": "965f9b1695399fa3f8a970886e7f95908bd4509558f958be317b2a7fbdc41819"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08361",
    "kind": "arxiv",
    "version": 1
  }
}