{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:JP47BGQSZU4I7XQ73RE6ZGQPZM","short_pith_number":"pith:JP47BGQS","canonical_record":{"source":{"id":"2306.09172","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-06-15T14:50:17Z","cross_cats_sorted":[],"title_canon_sha256":"090a2fcf10418158a3fc73e481ac494392416db02fc7c91425dacc43961f2b6f","abstract_canon_sha256":"72736c8200d57a0a06578406b1bb5050dbac56b3d89b02d320fb3f95b165fbcd"},"schema_version":"1.0"},"canonical_sha256":"4bf9f09a12cd388fde1fdc49ec9a0fcb08d19cb8f81b4ae900100e7661d2106d","source":{"kind":"arxiv","id":"2306.09172","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2306.09172","created_at":"2026-07-05T06:53:39Z"},{"alias_kind":"arxiv_version","alias_value":"2306.09172v2","created_at":"2026-07-05T06:53:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2306.09172","created_at":"2026-07-05T06:53:39Z"},{"alias_kind":"pith_short_12","alias_value":"JP47BGQSZU4I","created_at":"2026-07-05T06:53:39Z"},{"alias_kind":"pith_short_16","alias_value":"JP47BGQSZU4I7XQ7","created_at":"2026-07-05T06:53:39Z"},{"alias_kind":"pith_short_8","alias_value":"JP47BGQS","created_at":"2026-07-05T06:53:39Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:JP47BGQSZU4I7XQ73RE6ZGQPZM","target":"record","payload":{"canonical_record":{"source":{"id":"2306.09172","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-06-15T14:50:17Z","cross_cats_sorted":[],"title_canon_sha256":"090a2fcf10418158a3fc73e481ac494392416db02fc7c91425dacc43961f2b6f","abstract_canon_sha256":"72736c8200d57a0a06578406b1bb5050dbac56b3d89b02d320fb3f95b165fbcd"},"schema_version":"1.0"},"canonical_sha256":"4bf9f09a12cd388fde1fdc49ec9a0fcb08d19cb8f81b4ae900100e7661d2106d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:53:39.228603Z","signature_b64":"BpUqYXMfgFrtWhJbQDevxe7TiGpkxw2MycUlSQe0P0NgHOqIcbiqEHyWebtEGl3npOaHe7YKC41EQ06TkxJvCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4bf9f09a12cd388fde1fdc49ec9a0fcb08d19cb8f81b4ae900100e7661d2106d","last_reissued_at":"2026-07-05T06:53:39.228043Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:53:39.228043Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2306.09172","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:53:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"M1aUaENKrqzGIm95vXYHJdIVrDfTzBBFUgotrMVewh2ybR4AqfW5u3EA5XWkqG18VWKsL2+a0lbRMScaG2u4Cg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T10:52:28.106616Z"},"content_sha256":"56fc892bee74e1d3e750f97d21d2332160f28515b7b10ac0d46804ec1922822a","schema_version":"1.0","event_id":"sha256:56fc892bee74e1d3e750f97d21d2332160f28515b7b10ac0d46804ec1922822a"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:JP47BGQSZU4I7XQ73RE6ZGQPZM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Action Sensitivity Learning for the Ego4D Episodic Memory Challenge 2023","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Jiayi Shao, Ruijie Quan, Xiaohan Wang, Yi Yang","submitted_at":"2023-06-15T14:50:17Z","abstract_excerpt":"This report presents ReLER submission to two tracks in the Ego4D Episodic Memory Benchmark in CVPR 2023, including Natural Language Queries and Moment Queries. This solution inherits from our proposed Action Sensitivity Learning framework (ASL) to better capture discrepant information of frames. Further, we incorporate a series of stronger video features and fusion strategies. Our method achieves an average mAP of 29.34, ranking 1st in Moment Queries Challenge, and garners 19.79 mean R1, ranking 2nd in Natural Language Queries Challenge. Our code will be released."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2306.09172","kind":"arxiv","version":2},"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/2306.09172/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":"2026-07-05T06:53:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"L1XNvJx7qfm77t1YMb3QshMjg7z8Z6JGqNxwCyPxPLLEKDTZRfXvbLqNotBPCJ9r1d3QzigySm0L+/oNxX9yCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T10:52:28.107116Z"},"content_sha256":"de8d4d52d116341f325122f632cb87183f168de4af95f54b12d250ba7d0f186e","schema_version":"1.0","event_id":"sha256:de8d4d52d116341f325122f632cb87183f168de4af95f54b12d250ba7d0f186e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/JP47BGQSZU4I7XQ73RE6ZGQPZM/bundle.json","state_url":"https://pith.science/pith/JP47BGQSZU4I7XQ73RE6ZGQPZM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/JP47BGQSZU4I7XQ73RE6ZGQPZM/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":"2026-08-23T10:52:28Z","links":{"resolver":"https://pith.science/pith/JP47BGQSZU4I7XQ73RE6ZGQPZM","bundle":"https://pith.science/pith/JP47BGQSZU4I7XQ73RE6ZGQPZM/bundle.json","state":"https://pith.science/pith/JP47BGQSZU4I7XQ73RE6ZGQPZM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/JP47BGQSZU4I7XQ73RE6ZGQPZM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:JP47BGQSZU4I7XQ73RE6ZGQPZM","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":"72736c8200d57a0a06578406b1bb5050dbac56b3d89b02d320fb3f95b165fbcd","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-06-15T14:50:17Z","title_canon_sha256":"090a2fcf10418158a3fc73e481ac494392416db02fc7c91425dacc43961f2b6f"},"schema_version":"1.0","source":{"id":"2306.09172","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2306.09172","created_at":"2026-07-05T06:53:39Z"},{"alias_kind":"arxiv_version","alias_value":"2306.09172v2","created_at":"2026-07-05T06:53:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2306.09172","created_at":"2026-07-05T06:53:39Z"},{"alias_kind":"pith_short_12","alias_value":"JP47BGQSZU4I","created_at":"2026-07-05T06:53:39Z"},{"alias_kind":"pith_short_16","alias_value":"JP47BGQSZU4I7XQ7","created_at":"2026-07-05T06:53:39Z"},{"alias_kind":"pith_short_8","alias_value":"JP47BGQS","created_at":"2026-07-05T06:53:39Z"}],"graph_snapshots":[{"event_id":"sha256:de8d4d52d116341f325122f632cb87183f168de4af95f54b12d250ba7d0f186e","target":"graph","created_at":"2026-07-05T06:53:39Z","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/2306.09172/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This report presents ReLER submission to two tracks in the Ego4D Episodic Memory Benchmark in CVPR 2023, including Natural Language Queries and Moment Queries. This solution inherits from our proposed Action Sensitivity Learning framework (ASL) to better capture discrepant information of frames. Further, we incorporate a series of stronger video features and fusion strategies. Our method achieves an average mAP of 29.34, ranking 1st in Moment Queries Challenge, and garners 19.79 mean R1, ranking 2nd in Natural Language Queries Challenge. Our code will be released.","authors_text":"Jiayi Shao, Ruijie Quan, Xiaohan Wang, Yi Yang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-06-15T14:50:17Z","title":"Action Sensitivity Learning for the Ego4D Episodic Memory Challenge 2023"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2306.09172","kind":"arxiv","version":2},"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":"sha256:56fc892bee74e1d3e750f97d21d2332160f28515b7b10ac0d46804ec1922822a","target":"record","created_at":"2026-07-05T06:53:39Z","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":"72736c8200d57a0a06578406b1bb5050dbac56b3d89b02d320fb3f95b165fbcd","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-06-15T14:50:17Z","title_canon_sha256":"090a2fcf10418158a3fc73e481ac494392416db02fc7c91425dacc43961f2b6f"},"schema_version":"1.0","source":{"id":"2306.09172","kind":"arxiv","version":2}},"canonical_sha256":"4bf9f09a12cd388fde1fdc49ec9a0fcb08d19cb8f81b4ae900100e7661d2106d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4bf9f09a12cd388fde1fdc49ec9a0fcb08d19cb8f81b4ae900100e7661d2106d","first_computed_at":"2026-07-05T06:53:39.228043Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:53:39.228043Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"BpUqYXMfgFrtWhJbQDevxe7TiGpkxw2MycUlSQe0P0NgHOqIcbiqEHyWebtEGl3npOaHe7YKC41EQ06TkxJvCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:53:39.228603Z","signed_message":"canonical_sha256_bytes"},"source_id":"2306.09172","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:56fc892bee74e1d3e750f97d21d2332160f28515b7b10ac0d46804ec1922822a","sha256:de8d4d52d116341f325122f632cb87183f168de4af95f54b12d250ba7d0f186e"],"state_sha256":"59db24b4c08c6475209dd973667634716762f648c78c3b7398b1812fd391715b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QM9zVAe1sD9kOim1uFVOv9WUBhXFnHZK5l+rOp1ROEWL8pE1EygwANKYtwS6WGCCIpLAE8/fEWIUWlCm+3zTDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-23T10:52:28.111898Z","bundle_sha256":"be9c74b2afb3f5089913253b3a494d78cecb11db13e5f03458fd244223ecc134"}}