Pith Number

pith:SZHIKSAJ

pith:2024:SZHIKSAJQCQSOMDS6DG2YH5CYR

not attested not anchored not stored refs pending

Streaming Deep Reinforcement Learning Finally Works

A. Rupam Mahmood, Gautham Vasan, Mohamed Elsayed

arxiv:2410.14606 v2 · 2024-10-18 · cs.LG · 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{SZHIKSAJQCQSOMDS6DG2YH5CYR}

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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

5 papers in Pith

The Hive Mind is a Single Reinforcement Learning Agent

Intentional Updates for Streaming Reinforcement Learning

Incremental Residual Reinforcement Learning Toward Real-World Learning for Social Navigation

Revisiting Adam for Streaming Reinforcement Learning

Extending Differential Temporal Difference Methods for Episodic Problems

Receipt and verification

First computed	2026-07-05T09:45:15.518698Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

964e85480980a1273072f0cdac1fa2c4687fc6d57e75d1f51aadfed83c0797c3

Aliases

arxiv: 2410.14606 · arxiv_version: 2410.14606v2 · doi: 10.48550/arxiv.2410.14606 · pith_short_12: SZHIKSAJQCQS · pith_short_16: SZHIKSAJQCQSOMDS · pith_short_8: SZHIKSAJ

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/SZHIKSAJQCQSOMDS6DG2YH5CYR \
  | 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: 964e85480980a1273072f0cdac1fa2c4687fc6d57e75d1f51aadfed83c0797c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a6cdda6afc66a7df532a0d4fa7565f8b9ccee7abff8bb55f64dbf08c3b75612",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-18T17:00:29Z",
    "title_canon_sha256": "fc20dc22f847c194fcd1a7e68d65b3b8d96a2d8c4a6dc163b34ff05c26f3c2ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.14606",
    "kind": "arxiv",
    "version": 2
  }
}