{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:6R6DTM4XFR3GHG3WJZ6JCYGP7F","short_pith_number":"pith:6R6DTM4X","canonical_record":{"source":{"id":"2606.18469","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-16T20:28:39Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"cf30d33deb032a6d918cc4fbf38b5a9a3cdf0ac9e3cbc4b93dd45531446be5dd","abstract_canon_sha256":"67e6222cb30abe0ec518699f0953c785f47c1e73728447b573ba685c4d2a8f5c"},"schema_version":"1.0"},"canonical_sha256":"f47c39b3972c76639b764e7c9160cff95ff8b2cf606a5649228a6d0ab9602f03","source":{"kind":"arxiv","id":"2606.18469","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.18469","created_at":"2026-06-19T16:11:01Z"},{"alias_kind":"arxiv_version","alias_value":"2606.18469v1","created_at":"2026-06-19T16:11:01Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.18469","created_at":"2026-06-19T16:11:01Z"},{"alias_kind":"pith_short_12","alias_value":"6R6DTM4XFR3G","created_at":"2026-06-19T16:11:01Z"},{"alias_kind":"pith_short_16","alias_value":"6R6DTM4XFR3GHG3W","created_at":"2026-06-19T16:11:01Z"},{"alias_kind":"pith_short_8","alias_value":"6R6DTM4X","created_at":"2026-06-19T16:11:01Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:6R6DTM4XFR3GHG3WJZ6JCYGP7F","target":"record","payload":{"canonical_record":{"source":{"id":"2606.18469","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-16T20:28:39Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"cf30d33deb032a6d918cc4fbf38b5a9a3cdf0ac9e3cbc4b93dd45531446be5dd","abstract_canon_sha256":"67e6222cb30abe0ec518699f0953c785f47c1e73728447b573ba685c4d2a8f5c"},"schema_version":"1.0"},"canonical_sha256":"f47c39b3972c76639b764e7c9160cff95ff8b2cf606a5649228a6d0ab9602f03","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-19T16:11:01.949656Z","signature_b64":"wFpABeLQrOgaA4lxfyWAuAuBmU/y5csrkopfVTwZyipnCc+GGNaKlbl5E2u07XTv0cv/GBbn8JntqIoNhMhYCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f47c39b3972c76639b764e7c9160cff95ff8b2cf606a5649228a6d0ab9602f03","last_reissued_at":"2026-06-19T16:11:01.949256Z","signature_status":"signed_v1","first_computed_at":"2026-06-19T16:11:01.949256Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.18469","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-19T16:11:01Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"e58ugkTPgXf/KiRUn2gAc9Rr5OAjrI00CRoxVWSCx9Zhsm+OSbVmlVkUaHJWJib7qzkW2gKO6Ems4gL2S7pPBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-02T15:06:38.060551Z"},"content_sha256":"ff3ad6b5a7d7a953f177d38870ab0082578b60a0f7e06db7f0fc6202c178df21","schema_version":"1.0","event_id":"sha256:ff3ad6b5a7d7a953f177d38870ab0082578b60a0f7e06db7f0fc6202c178df21"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:6R6DTM4XFR3GHG3WJZ6JCYGP7F","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Structured Representation Learning with Locally Linear Embeddings and Adaptive Feature Fusion","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Derek Nowrouzezahrai, Jackson J Cone, Samira Ebrahimi Kahou, Somjit Nath","submitted_at":"2026-06-16T20:28:39Z","abstract_excerpt":"Neuroscientific research has revealed that the brain encodes complex behaviors by leveraging structured, low-dimensional manifolds and dynamically fusing multiple sources of information through adaptive gating mechanisms. Inspired by these principles, we propose a novel reinforcement learning (RL) framework that encourages the disentanglement of dynamics-specific and reward-specific features, drawing direct parallels to how neural circuits separate and integrate information for efficient decision-making. Our approach leverages locally linear embeddings (LLEs) to capture the intrinsic, locally "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.18469","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2606.18469/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-19T16:11:01Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"vEGphazuOZS9Y6Rw86FDkmiIBBgl1QbuXxneu2mu19piabCfmNon7L5TSfSuDku4zaNmU0iI1NvPQGDIa16YCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-02T15:06:38.060922Z"},"content_sha256":"f25edd37e83b1e98ae3b08742bc2ec14877483db68e95fc2a4aa113ef87de596","schema_version":"1.0","event_id":"sha256:f25edd37e83b1e98ae3b08742bc2ec14877483db68e95fc2a4aa113ef87de596"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/6R6DTM4XFR3GHG3WJZ6JCYGP7F/bundle.json","state_url":"https://pith.science/pith/6R6DTM4XFR3GHG3WJZ6JCYGP7F/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/6R6DTM4XFR3GHG3WJZ6JCYGP7F/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-02T15:06:38Z","links":{"resolver":"https://pith.science/pith/6R6DTM4XFR3GHG3WJZ6JCYGP7F","bundle":"https://pith.science/pith/6R6DTM4XFR3GHG3WJZ6JCYGP7F/bundle.json","state":"https://pith.science/pith/6R6DTM4XFR3GHG3WJZ6JCYGP7F/state.json","well_known_bundle":"https://pith.science/.well-known/pith/6R6DTM4XFR3GHG3WJZ6JCYGP7F/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:6R6DTM4XFR3GHG3WJZ6JCYGP7F","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"67e6222cb30abe0ec518699f0953c785f47c1e73728447b573ba685c4d2a8f5c","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-16T20:28:39Z","title_canon_sha256":"cf30d33deb032a6d918cc4fbf38b5a9a3cdf0ac9e3cbc4b93dd45531446be5dd"},"schema_version":"1.0","source":{"id":"2606.18469","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.18469","created_at":"2026-06-19T16:11:01Z"},{"alias_kind":"arxiv_version","alias_value":"2606.18469v1","created_at":"2026-06-19T16:11:01Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.18469","created_at":"2026-06-19T16:11:01Z"},{"alias_kind":"pith_short_12","alias_value":"6R6DTM4XFR3G","created_at":"2026-06-19T16:11:01Z"},{"alias_kind":"pith_short_16","alias_value":"6R6DTM4XFR3GHG3W","created_at":"2026-06-19T16:11:01Z"},{"alias_kind":"pith_short_8","alias_value":"6R6DTM4X","created_at":"2026-06-19T16:11:01Z"}],"graph_snapshots":[{"event_id":"sha256:f25edd37e83b1e98ae3b08742bc2ec14877483db68e95fc2a4aa113ef87de596","target":"graph","created_at":"2026-06-19T16:11:01Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2606.18469/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Neuroscientific research has revealed that the brain encodes complex behaviors by leveraging structured, low-dimensional manifolds and dynamically fusing multiple sources of information through adaptive gating mechanisms. Inspired by these principles, we propose a novel reinforcement learning (RL) framework that encourages the disentanglement of dynamics-specific and reward-specific features, drawing direct parallels to how neural circuits separate and integrate information for efficient decision-making. Our approach leverages locally linear embeddings (LLEs) to capture the intrinsic, locally ","authors_text":"Derek Nowrouzezahrai, Jackson J Cone, Samira Ebrahimi Kahou, Somjit Nath","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-16T20:28:39Z","title":"Structured Representation Learning with Locally Linear Embeddings and Adaptive Feature Fusion"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.18469","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:ff3ad6b5a7d7a953f177d38870ab0082578b60a0f7e06db7f0fc6202c178df21","target":"record","created_at":"2026-06-19T16:11:01Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"67e6222cb30abe0ec518699f0953c785f47c1e73728447b573ba685c4d2a8f5c","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-16T20:28:39Z","title_canon_sha256":"cf30d33deb032a6d918cc4fbf38b5a9a3cdf0ac9e3cbc4b93dd45531446be5dd"},"schema_version":"1.0","source":{"id":"2606.18469","kind":"arxiv","version":1}},"canonical_sha256":"f47c39b3972c76639b764e7c9160cff95ff8b2cf606a5649228a6d0ab9602f03","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f47c39b3972c76639b764e7c9160cff95ff8b2cf606a5649228a6d0ab9602f03","first_computed_at":"2026-06-19T16:11:01.949256Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-19T16:11:01.949256Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"wFpABeLQrOgaA4lxfyWAuAuBmU/y5csrkopfVTwZyipnCc+GGNaKlbl5E2u07XTv0cv/GBbn8JntqIoNhMhYCA==","signature_status":"signed_v1","signed_at":"2026-06-19T16:11:01.949656Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.18469","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ff3ad6b5a7d7a953f177d38870ab0082578b60a0f7e06db7f0fc6202c178df21","sha256:f25edd37e83b1e98ae3b08742bc2ec14877483db68e95fc2a4aa113ef87de596"],"state_sha256":"6c6a49b1e3e4e6175a20b25176557387a0a75858effb9ce921c63d24700f471e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"VXnkgnPCgIu4luux8ouDwIN8o6RP4KdpE4g22aNFrOCLK4BtGKTD6GvxYR5OYt/ikSi+BO8oHqqPGZkGlStjBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-02T15:06:38.062892Z","bundle_sha256":"5d119b7084609318db0afa149333fcd7b9ed316180b952a93578a7a1b8fd2fdc"}}