Pith Number

pith:XA7J4FAA

pith:2017:XA7J4FAA6YL5MJGXI7WJYIEICH

not attested not anchored not stored refs pending

Learning to Mix n-Step Returns: Generalizing lambda-Returns for Deep Reinforcement Learning

Balaraman Ravindran, Girish Raguvir J, Sahil Sharma, Srivatsan Ramesh

arxiv:1705.07445 v2 · 2017-05-21 · 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{XA7J4FAA6YL5MJGXI7WJYIEICH}

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

1 paper in Pith

QHyer: Q-conditioned Hybrid Attention-mamba Transformer for Offline Goal-conditioned RL

Receipt and verification

First computed	2026-05-18T00:31:19.476438Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b83e9e1400f617d624d747ec9c208811fda09a6252fd7401bee843483ffe45dc

Aliases

arxiv: 1705.07445 · arxiv_version: 1705.07445v2 · doi: 10.48550/arxiv.1705.07445 · pith_short_12: XA7J4FAA6YL5 · pith_short_16: XA7J4FAA6YL5MJGX · pith_short_8: XA7J4FAA

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/XA7J4FAA6YL5MJGXI7WJYIEICH \
  | 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: b83e9e1400f617d624d747ec9c208811fda09a6252fd7401bee843483ffe45dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a88791795c1326771b0541c8ccd8325e8bdb4cc3e11a287a756e9d6201c2f68",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-05-21T12:47:37Z",
    "title_canon_sha256": "5589b18c6ba7adff0c993d2e70bd4aca093fd7e73882716908e3e75deb84a3eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1705.07445",
    "kind": "arxiv",
    "version": 2
  }
}