Pith Number

pith:M4BT7W2B

pith:2024:M4BT7W2BBI4DMDL2TPD4STC5OF

not attested not anchored not stored refs pending

Reinforcement Learning From Imperfect Corrective Actions And Proxy Rewards

Changjie Fan, Paul Weng, Tangjie Lv, Tianze Zhou, Xuening Feng, Yan Song, Yifei Zhu, Yujing Hu, Zhaohui Jiang

arxiv:2410.05782 v1 · 2024-10-08 · 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{M4BT7W2BBI4DMDL2TPD4STC5OF}

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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

1 paper in Pith

Residual Reward Models for Preference-based Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:17:24.678735Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67033fdb410a38360d7a9bc7c94c5d71539dafacbf5e9b5e2e266158947e49d1

Aliases

arxiv: 2410.05782 · arxiv_version: 2410.05782v1 · doi: 10.48550/arxiv.2410.05782 · pith_short_12: M4BT7W2BBI4D · pith_short_16: M4BT7W2BBI4DMDL2 · pith_short_8: M4BT7W2B

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/M4BT7W2BBI4DMDL2TPD4STC5OF \
  | 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: 67033fdb410a38360d7a9bc7c94c5d71539dafacbf5e9b5e2e266158947e49d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a7292ea1812e8c37934f628bdcd90108dc947fa8c7fd65c48c5809d63021a98",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-08T08:04:09Z",
    "title_canon_sha256": "f15ec2349a47b1837012f6fabc61835cf73cfdc1adbb31e4113d90c68e82c665"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05782",
    "kind": "arxiv",
    "version": 1
  }
}